kinds_meta.json

{
  "ab_test_config": {
    "boundary": "A/B test spec. NOT feature_flag (toggle) nor experiment_config (ML training).",
    "core": false,
    "deprecated_by": null,
    "description": "A/B test experiment configuration for conversion optimization",
    "last_reviewed": "2026-04-14",
    "llm_function": "GOVERN",
    "max_bytes": 4096,
    "naming": "p11_abt_{{name}}.yaml",
    "pillar": "P11",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "feature_flag",
      "eval_metric"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F1_constrain"
  },
  "action_paradigm": {
    "boundary": "Action execution paradigm. NOT agent_computer_interface (specific protocol) nor cli_tool (CLI wrapper).",
    "core": false,
    "deprecated_by": null,
    "description": "How agents execute actions in environments",
    "last_reviewed": "2026-04-14",
    "llm_function": "CALL",
    "max_bytes": 4096,
    "naming": "p04_act_{{name}}.md",
    "pillar": "P04",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "function_def",
      "skill"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F6_produce"
  },
  "action_prompt": {
    "boundary": "Specific task. The LLM EXECUTES this. NOT prompt_template (reusable template) nor system_prompt (identity).",
    "core": true,
    "deprecated_by": null,
    "description": "Task prompt sent by human/orchestrator to the agent",
    "last_reviewed": "2026-04-14",
    "llm_function": "INJECT",
    "max_bytes": 2048,
    "naming": "p03_up_{{task}}.md",
    "pillar": "P03",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "prompt_template"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F6_produce"
  },
  "agent": {
    "boundary": "Complete agent definition (persona + capabilities). NOT a skill (P04, executable capability) nor system_prompt (P03, how it speaks).",
    "core": true,
    "deprecated_by": null,
    "description": "Agent definition (persona + capabilities)",
    "last_reviewed": "2026-04-18",
    "llm_function": "BECOME",
    "max_bytes": 5120,
    "naming": "p02_agent_{{name}}.md + .yaml",
    "pillar": "P02",
    "spec_version": "1.0.1",
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "system_prompt",
      "boot_config",
      "agent_card"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F2_become"
  },
  "agent_card": {
    "boundary": "Agent deployment spec. NOT agent (P02, persona only) nor boot_config (P02, provider startup) nor spawn_config (P12, runtime launch).",
    "core": false,
    "deprecated_by": null,
    "description": "Deployment spec for autonomous agent — identity, model, tools, boot, dispatch, constraints",
    "last_reviewed": "2026-04-14",
    "llm_function": "BECOME",
    "max_bytes": 4096,
    "naming": "p08_ac_{{agent_name}}.yaml",
    "pillar": "P08",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "agent",
      "capability_registry"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F2_become"
  },
  "agent_computer_interface": {
    "boundary": "Agent-computer interface. NOT browser_tool (web automation) nor computer_use (screen control).",
    "core": false,
    "deprecated_by": null,
    "description": "GUI/terminal interaction protocol for agents",
    "last_reviewed": "2026-04-14",
    "llm_function": "CALL",
    "max_bytes": 5120,
    "naming": "p08_aci_{{name}}.md",
    "pillar": "P08",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "agent_card",
      "computer_use"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F2_become"
  },
  "agent_grounding_record": {
    "boundary": "Per-inference grounding record. NOT trace_config (raw OTel spans) nor model_card (training provenance).",
    "core": false,
    "deprecated_by": null,
    "description": "Per-inference provenance record: tool calls, RAG chunks, model signature, output hash, OTel/C2PA traceability",
    "last_reviewed": "2026-04-14",
    "llm_function": "PRODUCE",
    "max_bytes": 4096,
    "naming": "p10_gr_{{inference_id}}.md",
    "pillar": "P10",
    "spec_version": null,
    "status": "stable",
    "upstream_source": "OTel GenAI semconv v1.37 + C2PA v2.3",
    "depends_on": [
      "entity_memory",
      "knowledge_index"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F2_become"
  },
  "agent_name_service_record": {
    "boundary": "Agent discovery record (DNS-like). NOT agent_card (capabilities) nor transport_config (protocol only).",
    "core": false,
    "deprecated_by": null,
    "description": "IETF ANS + CNCF AgentDNS registry record for agent discovery: name, endpoint, PKI cert, protocol adapters",
    "last_reviewed": "2026-04-14",
    "llm_function": "CALL",
    "max_bytes": 3072,
    "naming": "p04_ans_{{agent_name}}.md",
    "pillar": "P04",
    "spec_version": null,
    "status": "stable",
    "upstream_source": "IETF draft-narajala-ans-00 + CNCF AgentDNS",
    "depends_on": [
      "agent_card"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F2_become"
  },
  "agent_package": {
    "boundary": "Distributable agent package in ISO format. NOT agent (agent spec) -- agent_package is the portable bundle.",
    "core": true,
    "deprecated_by": null,
    "description": "Portable AI agent package (ISO format) -- self-contained, LLM-agnostic",
    "last_reviewed": "2026-04-14",
    "llm_function": "BECOME",
    "max_bytes": 4096,
    "naming": "agents/{{agent_name}}/manifest.yaml",
    "pillar": "P02",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "agent",
      "agent_card"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F2_become"
  },
  "agent_profile": {
    "boundary": "Agent persona construction. NOT agent (full agent def) nor system_prompt (how agent speaks).",
    "core": false,
    "deprecated_by": null,
    "description": "Agent persona and identity construction method",
    "last_reviewed": "2026-04-14",
    "llm_function": "BECOME",
    "max_bytes": 4096,
    "naming": "p02_ap_{{name}}.md",
    "pillar": "P02",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "agent",
      "agent_card"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F2_become"
  },
  "agentic_rag": {
    "boundary": "Agentic RAG pattern. NOT retriever (simple retrieval) nor agent (agent definition).",
    "core": false,
    "deprecated_by": null,
    "description": "Agent-driven retrieval augmented generation pattern",
    "last_reviewed": "2026-04-14",
    "llm_function": "INJECT",
    "max_bytes": 5120,
    "naming": "p01_ar_{{name}}.md",
    "pillar": "P01",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "rag_source",
      "retriever_config",
      "embedding_config",
      "chunk_strategy"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F3_inject"
  },
  "agents_md": {
    "boundary": "AGENTS.md standardized manifest. NOT CLAUDE.md (vendor-specific) nor README.md (human docs) nor .cursorrules (editor-specific).",
    "core": false,
    "deprecated_by": null,
    "description": "AAIF/OpenAI AGENTS.md project-root manifest: setup/test/lint commands, PR format, deploy rules, coding-agent conventions",
    "last_reviewed": "2026-04-14",
    "llm_function": "CONSTRAIN",
    "max_bytes": 3072,
    "naming": "p02_am_{{name}}.md",
    "pillar": "P02",
    "spec_version": "AAIF 2025-12 / 60K+ project adoption",
    "status": "stable",
    "upstream_source": "agents.md",
    "depends_on": [
      "agent",
      "agent_card"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F2_become"
  },
  "aggregate_root": {
    "boundary": "DDD aggregate root. NOT interface (contract definition) nor input_schema (data validation). Evans Aggregate Root.",
    "core": false,
    "deprecated_by": null,
    "description": "DDD entry point entity that enforces domain invariants and controls access to its aggregate cluster",
    "last_reviewed": "2026-04-17",
    "llm_function": "CONSTRAIN",
    "max_bytes": 4096,
    "naming": "p06_agr_{{name}}.md",
    "pillar": "P06",
    "spec_version": null,
    "status": "stable",
    "upstream_source": "Evans DDD 2003",
    "depends_on": [
      "type_def",
      "input_schema",
      "interface",
      "value_object",
      "process_manager",
      "domain_event"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F4_reason"
  },
  "ai_rmf_profile": {
    "boundary": "NIST AI-RMF vertical profile. NOT compliance_framework (broad regulatory mapping) nor threat_model (risk assessment). Structured per AI 600-1 GenAI-profile with action-IDs.",
    "core": false,
    "deprecated_by": null,
    "description": "NIST AI RMF profile artifact -- 4 functions (GOVERN/MAP/MEASURE/MANAGE), 13 GenAI risk categories, action-ID mappings per risk. AI 600-1 compliant.",
    "last_reviewed": "2026-04-14",
    "llm_function": "GOVERN",
    "max_bytes": 5120,
    "naming": "p11_rmf_{{profile}}.md",
    "pillar": "P11",
    "spec_version": "600-1",
    "status": "stable",
    "upstream_source": "NIST AI 600-1 (July 2024)",
    "depends_on": [
      "safety_policy",
      "guardrail"
    ],
    "requires_external_context": true,
    "requires_live_tools": false,
    "primary_8f": "F7_govern"
  },
  "alert_rule": {
    "boundary": "Monitoring trigger. NOT guardrail (LLM behavior constraint) nor quality_gate (artifact scoring). Industry: Prometheus alerting rule.",
    "core": false,
    "deprecated_by": null,
    "description": "Observable threshold condition that triggers a notification or automated response",
    "last_reviewed": "2026-04-17",
    "llm_function": "GOVERN",
    "max_bytes": 2048,
    "naming": "p09_alr_{{name}}.md",
    "pillar": "P09",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "trace_config",
      "env_config"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F8_collaborate"
  },
  "analyst_briefing": {
    "boundary": "Analyst briefing. NOT pitch_deck (sales) nor case_study (single ref).",
    "core": false,
    "deprecated_by": null,
    "description": "Gartner/Forrester/IDC analyst briefing deck with positioning, proof points, customer wins",
    "last_reviewed": "2026-04-14",
    "llm_function": "PRODUCE",
    "max_bytes": 6144,
    "naming": "p05_ab_{{name}}.md",
    "pillar": "P05",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "knowledge_card",
      "scoring_rubric"
    ],
    "requires_external_context": true,
    "requires_live_tools": false,
    "primary_8f": "F4_reason"
  },
  "api_client": {
    "boundary": "Typed unidirectional client. NOT db_connector nor mcp_server.",
    "core": false,
    "deprecated_by": null,
    "description": "Typed REST/GraphQL/gRPC API client",
    "last_reviewed": "2026-04-14",
    "llm_function": "CALL",
    "max_bytes": 1024,
    "naming": "p04_api_{{service}}.md + .yaml",
    "pillar": "P04",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "env_config",
      "secret_config"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F5_call"
  },
  "api_reference": {
    "boundary": "API docs. NOT schema (internal) nor sdk_example (code-only).",
    "core": false,
    "deprecated_by": null,
    "description": "API reference doc with endpoints, params, responses, auth, examples",
    "last_reviewed": "2026-04-14",
    "llm_function": "CONSTRAIN",
    "max_bytes": 8192,
    "naming": "p06_ar_{{name}}.md",
    "pillar": "P06",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "api_client",
      "input_schema"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F5_call"
  },
  "app_directory_entry": {
    "boundary": "App directory entry. NOT marketplace_app_manifest (machine spec) nor partner_listing (sales).",
    "core": false,
    "deprecated_by": null,
    "description": "App directory entry for FREE-tier discovery: tagline, screenshots, install steps, demo link",
    "last_reviewed": "2026-04-14",
    "llm_function": "PRODUCE",
    "max_bytes": 4096,
    "naming": "p05_ade_{{name}}.md",
    "pillar": "P05",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "agent_card",
      "knowledge_card"
    ],
    "requires_external_context": true,
    "requires_live_tools": false,
    "primary_8f": "F8_collaborate"
  },
  "audio_tool": {
    "boundary": "Processes audio input/output. NOT vision_tool (visual) nor notifier (message delivery).",
    "core": false,
    "deprecated_by": null,
    "description": "Speech-to-text, text-to-speech, audio analysis",
    "last_reviewed": "2026-04-14",
    "llm_function": "CALL",
    "max_bytes": 2048,
    "naming": "p04_audio_{{capability}}.md + .yaml",
    "pillar": "P04",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "toolkit"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F5_call"
  },
  "audit_log": {
    "boundary": "Audit log spec. NOT trace_config (observability) nor regression_check (quality).",
    "core": false,
    "deprecated_by": null,
    "description": "Immutable audit log configuration for SOC2 Type II compliance",
    "last_reviewed": "2026-04-14",
    "llm_function": "GOVERN",
    "max_bytes": 3072,
    "naming": "p11_al_{{name}}.yaml",
    "pillar": "P11",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "env_config",
      "knowledge_card"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F8_collaborate"
  },
  "axiom": {
    "boundary": "Immutable fundamental rule. NOT law (P08, adjustable operational) nor instruction (P03, flexible).",
    "core": true,
    "deprecated_by": null,
    "description": "Principio fundamental imutavel — parte da identidade profunda da entidade",
    "last_reviewed": "2026-04-14",
    "llm_function": "BECOME",
    "max_bytes": 3072,
    "naming": "p02_ax_{{rule}}.md",
    "pillar": "P02",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "mental_model"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F4_reason"
  },
  "backpressure_policy": {
    "boundary": "Downstream overwhelm handling. NOT rate_limit_config (inbound throttle) nor circuit_breaker (dependency failure). Reactive Streams backpressure.",
    "core": false,
    "deprecated_by": null,
    "description": "Policy defining how a system responds when downstream consumers cannot keep up with upstream producers",
    "last_reviewed": "2026-04-17",
    "llm_function": "GOVERN",
    "max_bytes": 2048,
    "naming": "p09_bp_{{name}}.md",
    "pillar": "P09",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "rate_limit_config"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F1_constrain"
  },
  "batch_config": {
    "boundary": "API-level async batch job config. NOT a schedule (cron-based) nor a workflow (multi-step). This is a single bulk request.",
    "core": false,
    "deprecated_by": null,
    "description": "Async batch processing config for bulk API operations (OpenAI Batch, Anthropic Batches)",
    "last_reviewed": "2026-04-14",
    "llm_function": "CALL",
    "max_bytes": 2048,
    "naming": "p09_bc_{{name}}.yaml",
    "pillar": "P09",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "env_config"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F1_constrain"
  },
  "benchmark": {
    "boundary": "Quantitative performance measurement. NOT eval (does not test correctness) nor scoring_rubric (does not define criteria).",
    "core": false,
    "deprecated_by": null,
    "description": "Performance measurement (latency, cost, quality)",
    "last_reviewed": "2026-04-14",
    "llm_function": "GOVERN",
    "max_bytes": 4096,
    "naming": "p07_bm_{{metric}}.md + .yaml",
    "pillar": "P07",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "eval_dataset",
      "scoring_rubric",
      "eval_metric"
    ],
    "requires_external_context": true,
    "requires_live_tools": false,
    "primary_8f": "F7_govern"
  },
  "benchmark_suite": {
    "boundary": "Benchmark suite. NOT benchmark (single benchmark) nor eval_framework (evaluation tooling).",
    "core": false,
    "deprecated_by": null,
    "description": "Composite benchmark definition with multiple tasks",
    "last_reviewed": "2026-04-14",
    "llm_function": "GOVERN",
    "max_bytes": 5120,
    "naming": "p07_bs_{{name}}.md",
    "pillar": "P07",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "benchmark",
      "eval_dataset",
      "scoring_rubric"
    ],
    "requires_external_context": true,
    "requires_live_tools": false,
    "primary_8f": "F7_govern"
  },
  "bias_audit": {
    "boundary": "Fairness evaluation. NOT benchmark (general perf) nor eval_metric (single metric def).",
    "core": false,
    "deprecated_by": null,
    "description": "Fairness evaluation methodology and results",
    "last_reviewed": "2026-04-14",
    "llm_function": "GOVERN",
    "max_bytes": 5120,
    "naming": "p07_ba_{{name}}.md",
    "pillar": "P07",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "eval_dataset",
      "scoring_rubric"
    ],
    "requires_external_context": true,
    "requires_live_tools": false,
    "primary_8f": "F7_govern"
  },
  "boot_config": {
    "boundary": "Bootstrap per provider (claude, cursor, codex). NOT env_config (P09, generic variables) nor spawn_config (P12, agent_groups).",
    "core": false,
    "deprecated_by": null,
    "description": "Boot configuration per provider",
    "last_reviewed": "2026-04-14",
    "llm_function": "GOVERN",
    "max_bytes": 2048,
    "naming": "p02_boot_{{provider}}.md",
    "pillar": "P02",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "env_config",
      "secret_config"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F2_become"
  },
  "bounded_context": {
    "boundary": "DDD boundary definition. NOT component_map (deployment structure) nor namespace (code boundary). Evans Bounded Context.",
    "core": false,
    "deprecated_by": null,
    "description": "Explicit boundary within which a domain model applies, with its own vocabulary and rules",
    "last_reviewed": "2026-04-17",
    "llm_function": "CONSTRAIN",
    "max_bytes": 4096,
    "naming": "p08_bc_{{name}}.md",
    "pillar": "P08",
    "spec_version": null,
    "status": "stable",
    "upstream_source": "Evans DDD 2003",
    "depends_on": [
      "domain_vocabulary",
      "context_map"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F4_reason"
  },
  "browser_tool": {
    "boundary": "Interacts with web pages via DOM. NOT computer_use (generic screen) nor search_tool (search without navigation).",
    "core": true,
    "deprecated_by": null,
    "description": "Browser automation: DOM parsing, navigation, interaction, screenshot",
    "last_reviewed": "2026-04-14",
    "llm_function": "CALL",
    "max_bytes": 2048,
    "naming": "p04_browser_{{target}}.md + .yaml",
    "pillar": "P04",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "computer_use"
    ],
    "requires_external_context": false,
    "requires_live_tools": true,
    "primary_8f": "F5_call"
  },
  "bugloop": {
    "boundary": "Automatic detect>fix>verify cycle. NOT unit_eval (P07, manual test) nor optimizer (continuous improvement, not correction).",
    "core": false,
    "deprecated_by": null,
    "description": "Automatic correction loop (detect > fix > verify)",
    "last_reviewed": "2026-04-14",
    "llm_function": "GOVERN",
    "max_bytes": 4096,
    "naming": "p11_bl_{{scope}}.md + .yaml",
    "pillar": "P11",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "regression_check",
      "quality_gate"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F7_govern"
  },
  "c2pa_manifest": {
    "boundary": "C2PA 2.3 manifest with JUMBF/COSE structure. NOT camera capture manifest, document signing, or W3C VC agent identity.",
    "core": false,
    "deprecated_by": null,
    "description": "C2PA 2.3 content credential for AI-generated media: claim, assertions, ingredient, signature, AI-ML generator attribution",
    "last_reviewed": "2026-04-14",
    "llm_function": "CONSTRAIN",
    "max_bytes": 4096,
    "naming": "p10_cm_{{name}}.md",
    "pillar": "P10",
    "spec_version": "2.3",
    "status": "stable",
    "upstream_source": "https://spec.c2pa.org/specifications/specifications/2.3/",
    "depends_on": [
      "knowledge_card"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F1_constrain"
  },
  "canary_config": {
    "boundary": "Canary deployment spec. NOT feature_flag (boolean toggle) nor ab_test_config (experiment split). Industry: Argo Rollouts, Flagger.",
    "core": false,
    "deprecated_by": null,
    "description": "Gradual traffic rollout configuration for safe deployment with automatic rollback triggers",
    "last_reviewed": "2026-04-17",
    "llm_function": "GOVERN",
    "max_bytes": 2048,
    "naming": "p09_can_{{name}}.md",
    "pillar": "P09",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "deployment_manifest",
      "feature_flag",
      "ab_test_config",
      "sandbox_spec"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F1_constrain"
  },
  "capability_registry": {
    "boundary": "Discovery catalog. NOT a handoff (P02) or agent card (P08/agent_card). Does not dispatch or execute agents.",
    "core": false,
    "description": "Searchable catalog of all agents available to crews. Indexes 252 builder sub-agents, nucleus domain agents, and nucleus cards. Fields: capability_name, provider_agent, input/output schemas, cost, quality_baseline, availability. Enables ranked candidate discovery for crew orchestration.",
    "llm_function": "CONSTRAIN",
    "max_bytes": 5120,
    "naming": "p08_cr_{{registry_name}}.md",
    "pillar": "P08",
    "depends_on": [
      "agent_card"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F2_become"
  },
  "case_study": {
    "boundary": "Case study. NOT pitch_deck (all-purpose) nor testimonial (quote only).",
    "core": false,
    "deprecated_by": null,
    "description": "Customer case study with challenge/solution/outcome/quote narrative",
    "last_reviewed": "2026-04-14",
    "llm_function": "PRODUCE",
    "max_bytes": 6144,
    "naming": "p05_cs_{{name}}.md",
    "pillar": "P05",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "knowledge_card",
      "customer_segment"
    ],
    "requires_external_context": true,
    "requires_live_tools": false,
    "primary_8f": "F4_reason"
  },
  "chain": {
    "boundary": "Sequence of PROMPTS. NOT workflow (P12, agents+tools).",
    "core": false,
    "deprecated_by": null,
    "description": "Chained prompt sequence (output A -> input B)",
    "last_reviewed": "2026-04-14",
    "llm_function": "PRODUCE",
    "max_bytes": 6144,
    "naming": "p03_ch_{{pipeline}}.md",
    "pillar": "P03",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "prompt_template",
      "action_prompt"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F6_produce"
  },
  "changelog": {
    "boundary": "Changelog. NOT decision_record (rationale) nor release_notes (prose).",
    "core": false,
    "deprecated_by": null,
    "description": "Product changelog entry with semver, features, fixes, breaking changes",
    "last_reviewed": "2026-04-14",
    "llm_function": "INJECT",
    "max_bytes": 5120,
    "naming": "p01_ch_{{name}}.md",
    "pillar": "P01",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "knowledge_card",
      "learning_record"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F8_collaborate"
  },
  "checkpoint": {
    "boundary": "Saved state. NOT signal.",
    "core": true,
    "deprecated_by": null,
    "description": "Workflow state snapshot",
    "last_reviewed": "2026-04-14",
    "llm_function": "GOVERN",
    "max_bytes": 2048,
    "naming": "p12_ckpt_{{name}}.md",
    "pillar": "P12",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "workflow"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F8_collaborate"
  },
  "chunk_strategy": {
    "boundary": "Split method. NOT embedding_config.",
    "core": true,
    "deprecated_by": null,
    "description": "Chunking strategy",
    "last_reviewed": "2026-04-14",
    "llm_function": "CONSTRAIN",
    "max_bytes": 2048,
    "naming": "p01_chunk_{{strategy}}.md",
    "pillar": "P01",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "embedding_config"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F3_inject"
  },
  "churn_prevention_playbook": {
    "boundary": "Churn playbook. NOT renewal_workflow (process) nor expansion_play (upsell).",
    "core": false,
    "deprecated_by": null,
    "description": "Churn prevention playbook: signal detection, intervention triggers, save-the-account scripts",
    "last_reviewed": "2026-04-14",
    "llm_function": "PRODUCE",
    "max_bytes": 6144,
    "naming": "p03_cpp_{{name}}.md",
    "pillar": "P03",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "customer_segment",
      "cohort_analysis"
    ],
    "requires_external_context": true,
    "requires_live_tools": false,
    "primary_8f": "F6_produce"
  },
  "circuit_breaker": {
    "boundary": "Dependency circuit breaker. NOT fallback_chain (ordered provider fallback) nor rate_limit_config (inbound throttle). Industry: Hystrix, Resilience4j.",
    "core": false,
    "deprecated_by": null,
    "description": "Resilience pattern that auto-disables failing dependencies and allows recovery after a cooldown period",
    "last_reviewed": "2026-04-17",
    "llm_function": "GOVERN",
    "max_bytes": 3072,
    "naming": "p09_cb_{{name}}.md",
    "pillar": "P09",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "retry_policy",
      "rate_limit_config"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F8_collaborate"
  },
  "citation": {
    "boundary": "Source reference with provenance. NOT knowledge_card (the content itself), rag_source (pipeline config), nor glossary_entry (term definition).",
    "core": false,
    "deprecated_by": null,
    "description": "Structured source attribution with provenance, URL, date, and reliability metadata",
    "last_reviewed": "2026-04-14",
    "llm_function": "INJECT",
    "max_bytes": 2048,
    "naming": "p01_cit_{{topic}}.md",
    "pillar": "P01",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "knowledge_card"
    ],
    "requires_external_context": true,
    "requires_live_tools": false,
    "primary_8f": "F3_inject"
  },
  "cli_tool": {
    "boundary": "One-shot command-line tool. NOT skill (no phases) nor daemon (does not persist in background).",
    "core": false,
    "deprecated_by": null,
    "description": "Ferramenta CLI",
    "last_reviewed": "2026-04-14",
    "llm_function": "CALL",
    "max_bytes": 1024,
    "naming": "p04_cli_{{tool}}.md",
    "pillar": "P04",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "function_def"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F5_call"
  },
  "code_executor": {
    "boundary": "Isolated environment that executes code. NOT cli_tool (one-shot shell command) nor daemon (persistent process).",
    "core": true,
    "deprecated_by": null,
    "description": "Sandboxed runtime for code execution (Docker, E2B, Jupyter)",
    "last_reviewed": "2026-04-14",
    "llm_function": "CALL",
    "max_bytes": 2048,
    "naming": "p04_exec_{{runtime}}.md + .yaml",
    "pillar": "P04",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "env_config"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F5_call"
  },
  "code_of_conduct": {
    "boundary": "Code of conduct. NOT contributor_guide (technical) nor governance (decision rules).",
    "core": false,
    "deprecated_by": null,
    "description": "Community code of conduct (Contributor Covenant pattern) with reporting + enforcement",
    "last_reviewed": "2026-04-14",
    "llm_function": "PRODUCE",
    "max_bytes": 4096,
    "naming": "p05_coc_{{name}}.md",
    "pillar": "P05",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "knowledge_card"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F8_collaborate"
  },
  "cohort_analysis": {
    "boundary": "Cohort analytics. NOT benchmark (model eval) nor usage_report (billing).",
    "core": false,
    "deprecated_by": null,
    "description": "Cohort analysis spec for retention measurement and LTV modeling",
    "last_reviewed": "2026-04-14",
    "llm_function": "GOVERN",
    "max_bytes": 3072,
    "naming": "p07_ca_{{name}}.yaml",
    "pillar": "P07",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "eval_dataset",
      "customer_segment"
    ],
    "requires_external_context": true,
    "requires_live_tools": false,
    "primary_8f": "F4_reason"
  },
  "collaboration_pattern": {
    "boundary": "Coordination pattern. NOT workflow (execution sequence) nor handoff_protocol (handoff rules).",
    "core": false,
    "deprecated_by": null,
    "description": "Multi-agent coordination topology",
    "last_reviewed": "2026-04-14",
    "llm_function": "COLLABORATE",
    "max_bytes": 5120,
    "naming": "p12_collab_{{name}}.md",
    "pillar": "P12",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "workflow",
      "agent_card"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F8_collaborate"
  },
  "competitive_matrix": {
    "boundary": "Competitive doc. NOT customer_segment (ICP) nor pitch_deck (narrative).",
    "core": false,
    "deprecated_by": null,
    "description": "Competitive feature matrix for sales battle cards and procurement evals",
    "last_reviewed": "2026-04-14",
    "llm_function": "INJECT",
    "max_bytes": 5120,
    "naming": "p01_cm_{{name}}.md",
    "pillar": "P01",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "knowledge_card",
      "customer_segment"
    ],
    "requires_external_context": true,
    "requires_live_tools": false,
    "primary_8f": "F4_reason"
  },
  "compliance_checklist": {
    "boundary": "Audit checklist. NOT guardrail (runtime) nor safety_policy (behavior).",
    "core": false,
    "deprecated_by": null,
    "description": "Compliance checklist for SOC2, GDPR, HIPAA, EU AI Act audits",
    "last_reviewed": "2026-04-14",
    "llm_function": "GOVERN",
    "max_bytes": 6144,
    "naming": "p11_cc_{{name}}.md",
    "pillar": "P11",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "quality_gate",
      "knowledge_card"
    ],
    "requires_external_context": true,
    "requires_live_tools": false,
    "primary_8f": "F1_constrain"
  },
  "compliance_framework": {
    "boundary": "Regulatory compliance mapping. NOT safety_policy (org rules) nor threat_model (risk assessment).",
    "core": false,
    "deprecated_by": null,
    "description": "Regulatory mapping and attestation for AI systems",
    "last_reviewed": "2026-04-14",
    "llm_function": "CONSTRAIN",
    "max_bytes": 5120,
    "naming": "p11_cfw_{{name}}.md",
    "pillar": "P11",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "compliance_checklist",
      "constitutional_rule"
    ],
    "requires_external_context": true,
    "requires_live_tools": false,
    "primary_8f": "F1_constrain"
  },
  "component_map": {
    "boundary": "Structured map of components and connections. NOT diagram (visual) nor agent_card (scope of 1 agent_group).",
    "core": false,
    "deprecated_by": null,
    "description": "Component map (what connects to what)",
    "last_reviewed": "2026-04-14",
    "llm_function": "INJECT",
    "max_bytes": 3072,
    "naming": "p08_cmap_{{scope}}.yaml",
    "pillar": "P08",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "agent_card",
      "knowledge_card"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F4_reason"
  },
  "compression_config": {
    "added_version": "10.0.0",
    "core": false,
    "deprecated_by": null,
    "description": "Context compression configuration for tool outputs",
    "last_reviewed": "2026-04-14",
    "layer": "runtime",
    "llm_function": "INJECT",
    "naming": "p10_cc_{{scope}}.yaml",
    "pillar": "P10",
    "sdk_module": "cex_sdk.memory.compression",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "entity_memory",
      "memory_summary"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F1_constrain"
  },
  "computer_use": {
    "boundary": "GUI interaction via automation. NOT browser_tool (DOM) nor cli_tool (command line).",
    "core": false,
    "deprecated_by": null,
    "description": "Screen, keyboard, and mouse control by LLM (Anthropic, browser-use)",
    "last_reviewed": "2026-04-14",
    "llm_function": "CALL",
    "max_bytes": 2048,
    "naming": "p04_cu_{{target}}.md + .yaml",
    "pillar": "P04",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "browser_tool",
      "vision_tool"
    ],
    "requires_external_context": false,
    "requires_live_tools": true,
    "primary_8f": "F5_call"
  },
  "conformity_assessment": {
    "boundary": "Annex IV technical documentation package. NOT compliance_framework (general) nor threat_model (risk only).",
    "core": false,
    "deprecated_by": null,
    "description": "EU AI Act Annex IV conformity assessment for high-risk AI systems (Article 43, Aug-2026 deadline)",
    "last_reviewed": "2026-04-14",
    "llm_function": "GOVERN",
    "max_bytes": 5120,
    "naming": "p11_ca_{{system}}.md",
    "pillar": "P11",
    "spec_version": null,
    "status": "stable",
    "upstream_source": "EU AI Act 2024/1689 Annex IV",
    "depends_on": [
      "compliance_framework",
      "eval_metric"
    ],
    "requires_external_context": true,
    "requires_live_tools": false,
    "primary_8f": "F7_govern"
  },
  "consolidation_policy": {
    "boundary": "Memory lifecycle policy. NOT memory_scope (access rules) nor compression_config (token compression).",
    "core": false,
    "deprecated_by": null,
    "description": "Memory lifecycle management policy",
    "last_reviewed": "2026-04-14",
    "llm_function": "GOVERN",
    "max_bytes": 4096,
    "naming": "p10_cp_{{name}}.md",
    "pillar": "P10",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "entity_memory",
      "knowledge_index"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F1_constrain"
  },
  "constitutional_rule": {
    "boundary": "Absolute constraint. NOT guardrail (soft constraint with fallback) nor safety_policy (policy document). Anthropic Constitutional AI.",
    "core": true,
    "deprecated_by": null,
    "description": "Absolute behavioral constraint for an agent that cannot be overridden by instructions, context, or operator configuration",
    "last_reviewed": "2026-04-17",
    "llm_function": "CONSTRAIN",
    "max_bytes": 2048,
    "naming": "p11_cr_{{name}}.md",
    "pillar": "P11",
    "spec_version": null,
    "status": "stable",
    "upstream_source": "Anthropic Constitutional AI 2022",
    "depends_on": [
      "guardrail",
      "quality_gate",
      "permission"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F7_govern"
  },
  "constraint_spec": {
    "boundary": "Governs decoder. NOT validation_schema.",
    "core": true,
    "deprecated_by": null,
    "description": "Constrained generation rules",
    "last_reviewed": "2026-04-14",
    "llm_function": "CONSTRAIN",
    "max_bytes": 2048,
    "naming": "p03_constraint_{{scope}}.md",
    "pillar": "P03",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "response_format"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F1_constrain"
  },
  "content_filter": {
    "boundary": "Content filtering pipeline. NOT guardrail (broad safety constraint) nor output_validator (schema check).",
    "core": false,
    "deprecated_by": null,
    "description": "Input/output content filtering pipeline config",
    "last_reviewed": "2026-04-14",
    "llm_function": "GOVERN",
    "max_bytes": 4096,
    "naming": "p11_cf_{{name}}.md",
    "pillar": "P11",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "guardrail"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F1_constrain"
  },
  "content_monetization": {
    "boundary": "Complete content monetization pipeline: billing, credits, checkout, courses, ads, emails. NOT pricing_strategy (strategy only) nor payment_integration (provider only).",
    "core": false,
    "deprecated_by": null,
    "description": "Config-driven content monetization pipeline — PARSE>PRICING>CREDITS>CHECKOUT>COURSES>ADS>EMAILS>VALIDATE>DEPLOY",
    "last_reviewed": "2026-04-14",
    "llm_function": "PRODUCE",
    "max_bytes": 5120,
    "naming": "p04_cm_{{name}}.md",
    "pillar": "P11",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "customer_segment",
      "subscription_tier"
    ],
    "requires_external_context": true,
    "requires_live_tools": false,
    "primary_8f": "F6_produce"
  },
  "context_doc": {
    "boundary": "Domain context for hydrating prompts. NOT knowledge_card (no density gate) nor glossary_entry (does not define a term).",
    "core": false,
    "deprecated_by": null,
    "description": "Domain context",
    "last_reviewed": "2026-04-14",
    "llm_function": "INJECT",
    "max_bytes": 2048,
    "naming": "p01_ctx_{{topic}}.md + .yaml",
    "pillar": "P01",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "knowledge_card"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F3_inject"
  },
  "context_file": {
    "boundary": "Project-scoped .md that shapes every agent turn. NOT system_prompt (agent-level) nor knowledge_card (fact storage) nor prompt_template (parameterized).",
    "core": true,
    "deprecated_by": null,
    "description": "Project-scoped instruction file auto-injected into context",
    "last_reviewed": "2026-04-18",
    "llm_function": "INJECT",
    "max_bytes": 8192,
    "naming": "{{scope}}_context.md",
    "pillar": "P03",
    "spec_version": "1.0.0",
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "system_prompt",
      "knowledge_card",
      "prompt_template",
      "instruction",
      "action_prompt",
      "agent",
      "memory_scope"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F2_become"
  },
  "context_map": {
    "boundary": "BC relationship map. NOT bounded_context (single BC definition) nor component_map (deployment structure). Evans DDD context mapping.",
    "core": false,
    "deprecated_by": null,
    "description": "DDD diagram of relationships and integration patterns between bounded contexts (upstream/downstream, ACL, OHS)",
    "last_reviewed": "2026-04-17",
    "llm_function": "CONSTRAIN",
    "max_bytes": 4096,
    "naming": "p08_cm_{{name}}.md",
    "pillar": "P08",
    "spec_version": null,
    "status": "stable",
    "upstream_source": "Evans DDD 2003",
    "depends_on": [
      "knowledge_card",
      "component_map"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F4_reason"
  },
  "context_window_config": {
    "boundary": "Budget allocation spec. NOT prompt_template (content), system_prompt (identity), nor model_card (capabilities).",
    "core": true,
    "deprecated_by": null,
    "description": "Token budget allocation, priority tiers, and overflow rules for prompt assembly",
    "last_reviewed": "2026-04-14",
    "llm_function": "CONSTRAIN",
    "max_bytes": 2048,
    "naming": "p03_cwc_{{model}}.yaml",
    "pillar": "P03",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "prompt_template"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F1_constrain"
  },
  "contributor_guide": {
    "boundary": "Contributor guide. NOT integration_guide (consumer) nor code_of_conduct (norms).",
    "core": false,
    "deprecated_by": null,
    "description": "OSS CONTRIBUTING.md spec: dev setup, PR flow, coding standards, review process, CLA",
    "last_reviewed": "2026-04-14",
    "llm_function": "PRODUCE",
    "max_bytes": 6144,
    "naming": "p05_cg_{{name}}.md",
    "pillar": "P05",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "knowledge_card",
      "context_doc"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F8_collaborate"
  },
  "cost_budget": {
    "boundary": "Money and token economics. NOT a rate_limit_config (requests/sec) nor a token_budget tool (internal). This is the budget POLICY.",
    "core": false,
    "deprecated_by": null,
    "description": "Token budget allocation, spend tracking, cost alerts per provider/model/nucleus",
    "last_reviewed": "2026-04-14",
    "llm_function": "GOVERN",
    "max_bytes": 3072,
    "naming": "p09_cb_{{name}}.yaml",
    "pillar": "P09",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "env_config",
      "usage_quota"
    ],
    "requires_external_context": true,
    "requires_live_tools": false,
    "primary_8f": "F1_constrain"
  },
  "course_module": {
    "boundary": "Course content module. NOT a prompt_template nor knowledge_card.",
    "core": false,
    "deprecated_by": null,
    "description": "Online course module with learning objectives and assessments",
    "last_reviewed": "2026-04-14",
    "llm_function": "PRODUCE",
    "max_bytes": 8192,
    "naming": "p05_cm_{{name}}.md",
    "pillar": "P05",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "knowledge_card",
      "scoring_rubric"
    ],
    "requires_external_context": true,
    "requires_live_tools": false,
    "primary_8f": "F6_produce"
  },
  "crew_template": {
    "boundary": "Reusable crew blueprint (roles + process + memory). NOT workflow (P12, generic steps) nor supervisor (P12, crew orchestrator instance) nor handoff (P12, single task transfer). Template does not execute; it instantiates the crew.",
    "core": false,
    "deprecated_by": null,
    "description": "CrewAI/AutoGen-style reusable crew blueprint (roles, process, memory, success)",
    "last_reviewed": "2026-04-14",
    "llm_function": "CALL",
    "max_bytes": 4096,
    "naming": "p12_ct_{{name}}.md",
    "pillar": "P12",
    "spec_version": "2026.04",
    "status": "stable",
    "upstream_source": "CrewAI / AutoGen GroupChat / OpenAI Swarm",
    "depends_on": [
      "role_assignment",
      "capability_registry",
      "team_charter",
      "quality_gate"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F2_become"
  },
  "curriculum_config": {
    "boundary": "Training data ordering and adaptive pacing. NOT training_method (how to train) nor dataset_card (data documentation) nor finetune_config (full training job).",
    "core": false,
    "deprecated_by": null,
    "description": "Training data ordering, difficulty scheduling, and adaptive pacing configuration",
    "last_reviewed": "2026-04-23",
    "llm_function": "CONSTRAIN",
    "max_bytes": 4096,
    "naming": "p07_cc_{{name}}.md + .yaml",
    "pillar": "P07",
    "spec_version": "1.0.0",
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "dataset_card",
      "training_method",
      "eval_metric"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F1_constrain"
  },
  "customer_segment": {
    "boundary": "ICP artifact. NOT user_journey (path) nor persona (not-a-kind).",
    "core": false,
    "deprecated_by": null,
    "description": "Customer segment/ICP definition artifact with firmographics and needs",
    "last_reviewed": "2026-04-14",
    "llm_function": "CONSTRAIN",
    "max_bytes": 4096,
    "naming": "p02_cs_{{name}}.md",
    "pillar": "P02",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "knowledge_card"
    ],
    "requires_external_context": true,
    "requires_live_tools": false,
    "primary_8f": "F4_reason"
  },
  "daemon": {
    "boundary": "Persistent background process. NOT hook (single event) nor cli_tool (one-shot execution that terminates).",
    "core": false,
    "deprecated_by": null,
    "description": "Processo background",
    "last_reviewed": "2026-04-14",
    "llm_function": "GOVERN",
    "max_bytes": 1024,
    "naming": "p04_daemon_{{name}}.md + .yaml",
    "pillar": "P04",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "env_config",
      "boot_config"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F8_collaborate"
  },
  "dag": {
    "boundary": "Acyclic dependency graph between tasks. NOT workflow (direct execution) nor component_map (P08, components).",
    "core": false,
    "deprecated_by": null,
    "description": "Acyclic dependency graph",
    "last_reviewed": "2026-04-14",
    "llm_function": "PRODUCE",
    "max_bytes": 3072,
    "naming": "p12_dag_{{pipeline}}.yaml",
    "pillar": "P12",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "workflow",
      "schedule"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F8_collaborate"
  },
  "data_contract": {
    "boundary": "Producer-consumer schema contract. NOT dataset_card (data metadata) nor validation_schema (output validation). DDD Published Language.",
    "core": false,
    "deprecated_by": null,
    "description": "Schema-level agreement between a data producer and consumer defining structure, semantics, and SLA",
    "last_reviewed": "2026-04-17",
    "llm_function": "CONSTRAIN",
    "max_bytes": 4096,
    "naming": "p06_dc_{{name}}.md",
    "pillar": "P06",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "input_schema",
      "output_validator",
      "validation_schema"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F1_constrain"
  },
  "data_residency": {
    "boundary": "Residency spec. NOT secret_config (credentials) nor rbac_policy (access).",
    "core": false,
    "deprecated_by": null,
    "description": "Data residency configuration for GDPR and regional compliance",
    "last_reviewed": "2026-04-14",
    "llm_function": "CONSTRAIN",
    "max_bytes": 3072,
    "naming": "p09_dr_{{name}}.yaml",
    "pillar": "P09",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "env_config",
      "secret_config"
    ],
    "requires_external_context": true,
    "requires_live_tools": false,
    "primary_8f": "F1_constrain"
  },
  "dataset_card": {
    "boundary": "Dataset documentation. NOT eval_dataset (eval-specific data) nor knowledge_card (general knowledge).",
    "core": false,
    "deprecated_by": null,
    "description": "Structured dataset documentation",
    "last_reviewed": "2026-04-14",
    "llm_function": "INJECT",
    "max_bytes": 5120,
    "naming": "p01_dc_{{name}}.md",
    "pillar": "P01",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "citation"
    ],
    "requires_external_context": true,
    "requires_live_tools": false,
    "primary_8f": "F3_inject"
  },
  "db_connector": {
    "boundary": "Access to structured data. NOT api_client nor retriever.",
    "core": false,
    "deprecated_by": null,
    "description": "Structured database connector (SQL, GraphQL, REST-to-DB)",
    "last_reviewed": "2026-04-14",
    "llm_function": "CALL",
    "max_bytes": 1024,
    "naming": "p04_db_{{source}}.md + .yaml",
    "pillar": "P04",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "env_config",
      "secret_config"
    ],
    "requires_external_context": false,
    "requires_live_tools": true,
    "primary_8f": "F5_call"
  },
  "decision_record": {
    "boundary": "Record. NOT law nor pattern.",
    "core": true,
    "deprecated_by": null,
    "description": "ADR: contexto, decisao, consequencias",
    "last_reviewed": "2026-04-14",
    "llm_function": "REASON",
    "max_bytes": 4096,
    "naming": "p08_adr_{{decision}}.md",
    "pillar": "P08",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "knowledge_card"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F4_reason"
  },
  "deployment_manifest": {
    "boundary": "Release deployment spec. NOT env_config (runtime environment) nor sandbox_spec (test environment). Industry: Kubernetes manifest, Helm values.",
    "core": false,
    "deprecated_by": null,
    "description": "Specification of what artifacts to deploy, where to deploy them, and how to configure the deployment",
    "last_reviewed": "2026-04-17",
    "llm_function": "COLLABORATE",
    "max_bytes": 4096,
    "naming": "p09_dm_{{name}}.md",
    "pillar": "P09",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "env_config",
      "boot_config",
      "secret_config",
      "sandbox_spec",
      "canary_config",
      "enterprise_sla"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F8_collaborate"
  },
  "diagram": {
    "boundary": "Visual architecture diagram. NOT component_map (structured data) nor pattern (no prescription).",
    "core": false,
    "deprecated_by": null,
    "description": "Architecture diagram (ASCII or Mermaid)",
    "last_reviewed": "2026-04-14",
    "llm_function": "INJECT",
    "max_bytes": 4096,
    "naming": "p08_diag_{{scope}}.md",
    "pillar": "P08",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "component_map"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F4_reason"
  },
  "diff_strategy": {
    "boundary": "Diff matching strategy. NOT edit_format (format spec) nor parser (generic parsing).",
    "core": false,
    "deprecated_by": null,
    "description": "Change application and matching algorithm",
    "last_reviewed": "2026-04-14",
    "llm_function": "CALL",
    "max_bytes": 4096,
    "naming": "p04_ds_{{name}}.md",
    "pillar": "P04",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "function_def"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F6_produce"
  },
  "discovery_questions": {
    "boundary": "Discovery qs. NOT sales_playbook (broad) nor customer_segment (ICP).",
    "core": false,
    "deprecated_by": null,
    "description": "MEDDIC/BANT discovery question bank per buyer persona and deal stage",
    "last_reviewed": "2026-04-14",
    "llm_function": "INJECT",
    "max_bytes": 4096,
    "naming": "p01_dq_{{name}}.md",
    "pillar": "P01",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "customer_segment",
      "knowledge_card"
    ],
    "requires_external_context": true,
    "requires_live_tools": false,
    "primary_8f": "F4_reason"
  },
  "dispatch_rule": {
    "boundary": "Dispatch rule keyword>agent_group. NOT router (P02, task>model routing) nor workflow (does not execute, only routes).",
    "core": false,
    "deprecated_by": null,
    "description": "Dispatch rule (keyword > agent_group)",
    "last_reviewed": "2026-04-14",
    "llm_function": "REASON",
    "max_bytes": 3072,
    "naming": "p12_dr_{{scope}}.yaml",
    "pillar": "P12",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "workflow"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F8_collaborate"
  },
  "distillation_config": {
    "boundary": "Teacher-student knowledge transfer and model compression. NOT finetune_config (full model training) nor quantization_config (weight precision reduction) nor model_card (model documentation).",
    "core": false,
    "deprecated_by": null,
    "description": "Teacher-student model compression and knowledge distillation setup",
    "last_reviewed": "2026-04-23",
    "llm_function": "CONSTRAIN",
    "max_bytes": 4096,
    "naming": "p02_dc_{{name}}.md + .yaml",
    "pillar": "P02",
    "spec_version": "1.0.0",
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "finetune_config",
      "quantization_config",
      "model_card"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F6_produce"
  },
  "document_loader": {
    "boundary": "Transforms raw files into chunked documents. NOT retriever (search over chunks) nor search_tool (external search).",
    "core": true,
    "deprecated_by": null,
    "description": "Ingere arquivos e converte em chunks (PDF, HTML, CSV, etc)",
    "last_reviewed": "2026-04-14",
    "llm_function": "INJECT",
    "max_bytes": 2048,
    "naming": "p04_loader_{{format}}.md + .yaml",
    "pillar": "P04",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "parser",
      "api_client"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F5_call"
  },
  "domain_event": {
    "boundary": "Domain-level event. NOT signal (system-level) nor audit_log (compliance record). DDD Domain Event.",
    "core": false,
    "deprecated_by": null,
    "description": "Immutable record of something significant that happened in the domain, distinct from system-level signals",
    "last_reviewed": "2026-04-17",
    "llm_function": "CALL",
    "max_bytes": 3072,
    "naming": "p12_dev_{{name}}.md",
    "pillar": "P12",
    "spec_version": null,
    "status": "stable",
    "upstream_source": "Evans DDD 2003",
    "depends_on": [
      "event_schema"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F4_reason"
  },
  "domain_vocabulary": {
    "boundary": "Controlled vocabulary for one domain. NOT glossary_entry (single term) nor ontology (formal relations). DDD Ubiquitous Language registry.",
    "core": true,
    "deprecated_by": null,
    "description": "Governed registry of canonical terms for a bounded context, enforcing Ubiquitous Language across agents",
    "last_reviewed": "2026-04-17",
    "llm_function": "INJECT",
    "max_bytes": 5120,
    "naming": "p01_dv_{{domain}}.md",
    "pillar": "P01",
    "spec_version": null,
    "status": "stable",
    "upstream_source": "Evans DDD 2003",
    "depends_on": [
      "glossary_entry",
      "ontology"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F3_inject"
  },
  "drift_detector": {
    "boundary": "Distribution shift monitor. NOT regression_check (code regression) nor benchmark (point-in-time score). Industry: Evidently AI, Arize.",
    "core": false,
    "deprecated_by": null,
    "description": "Monitor that detects distribution shift in model inputs, outputs, or behavioral patterns over time",
    "last_reviewed": "2026-04-17",
    "llm_function": "GOVERN",
    "max_bytes": 3072,
    "naming": "p11_dd_{{name}}.md",
    "pillar": "P11",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "eval_metric",
      "regression_check"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F7_govern"
  },
  "dual_loop_architecture": {
    "boundary": "Dual-loop control. NOT workflow (linear flow) nor collaboration_pattern (multi-agent topology).",
    "core": false,
    "deprecated_by": null,
    "description": "Outer/inner loop agent control architecture",
    "last_reviewed": "2026-04-14",
    "llm_function": "REASON",
    "max_bytes": 5120,
    "naming": "p08_dl_{{name}}.md",
    "pillar": "P08",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "workflow",
      "agent_card"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F8_collaborate"
  },
  "e2e_eval": {
    "boundary": "End-to-end test of complete pipeline. NOT unit_eval (isolated scope) nor benchmark (does not measure performance).",
    "core": false,
    "deprecated_by": null,
    "description": "Teste end-to-end (pipeline completo)",
    "last_reviewed": "2026-04-14",
    "llm_function": "GOVERN",
    "max_bytes": 4096,
    "naming": "p07_e2e_{{pipeline}}.md + .yaml",
    "pillar": "P07",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "quality_gate",
      "scoring_rubric"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F7_govern"
  },
  "ecommerce_vertical": {
    "boundary": "eCommerce vertical KC. NOT fintech_vertical (payments-only) nor case_study (ref).",
    "core": false,
    "deprecated_by": null,
    "description": "eCommerce industry vertical: cart/checkout, PCI-DSS, recommendation engines, fraud, use cases",
    "last_reviewed": "2026-04-14",
    "llm_function": "INJECT",
    "max_bytes": 6144,
    "naming": "p01_ev_{{name}}.md",
    "pillar": "P01",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "customer_segment",
      "knowledge_card"
    ],
    "requires_external_context": true,
    "requires_live_tools": false,
    "primary_8f": "F1_constrain"
  },
  "edit_format": {
    "boundary": "Edit format spec. NOT diff_strategy (matching algo) nor formatter (output formatting).",
    "core": false,
    "deprecated_by": null,
    "description": "LLM-to-host file change format specification",
    "last_reviewed": "2026-04-14",
    "llm_function": "CONSTRAIN",
    "max_bytes": 4096,
    "naming": "p06_ef_{{name}}.md",
    "pillar": "P06",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "formatter",
      "type_def"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F1_constrain"
  },
  "edtech_vertical": {
    "boundary": "EdTech vertical KC. NOT course_module (course content) nor compliance_checklist (audit).",
    "core": false,
    "deprecated_by": null,
    "description": "Education/EdTech industry vertical: FERPA, COPPA, LMS integration (LTI), student data privacy, use cases",
    "last_reviewed": "2026-04-14",
    "llm_function": "INJECT",
    "max_bytes": 6144,
    "naming": "p01_etv_{{name}}.md",
    "pillar": "P01",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "customer_segment",
      "knowledge_card"
    ],
    "requires_external_context": true,
    "requires_live_tools": false,
    "primary_8f": "F1_constrain"
  },
  "effort_profile": {
    "boundary": "effort_profile = WHICH model/thinking to use; runtime_rule = WHEN/HOW to execute.",
    "core": false,
    "deprecated_by": null,
    "description": "Effort and thinking level configuration for builder execution",
    "last_reviewed": "2026-04-14",
    "llm_function": "CONSTRAIN",
    "max_bytes": 4096,
    "naming": "p09_effort_profile_{{topic}}.md + .yaml",
    "pillar": "P09",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "env_config"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F4_reason"
  },
  "embedder_provider": {
    "added_version": "10.0.0",
    "core": true,
    "deprecated_by": null,
    "description": "Text embedding provider for vector search",
    "last_reviewed": "2026-04-14",
    "layer": "runtime",
    "llm_function": "INJECT",
    "naming": "p01_ep_{{provider}}.yaml",
    "pillar": "P01",
    "sdk_module": "cex_sdk.knowledge.embedder",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "embedding_config"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F3_inject"
  },
  "embedding_config": {
    "boundary": "Embedding model configuration. NOT knowledge_index (P10) which configures the index -- only the vector model.",
    "core": false,
    "deprecated_by": null,
    "description": "Embedding model configuration",
    "last_reviewed": "2026-04-14",
    "llm_function": "GOVERN",
    "max_bytes": 512,
    "naming": "p01_emb_{{model}}.yaml",
    "pillar": "P01",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "vector_store"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F3_inject"
  },
  "enterprise_sla": {
    "boundary": "SLA contract. NOT quality_gate (runtime) nor compliance_checklist (audit).",
    "core": false,
    "deprecated_by": null,
    "description": "Enterprise SLA template with uptime, latency, support commitments",
    "last_reviewed": "2026-04-14",
    "llm_function": "GOVERN",
    "max_bytes": 6144,
    "naming": "p11_sla_{{name}}.md",
    "pillar": "P11",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "quality_gate",
      "env_config"
    ],
    "requires_external_context": true,
    "requires_live_tools": false,
    "primary_8f": "F8_collaborate"
  },
  "entity_memory": {
    "boundary": "Facts about X. NOT learning_record.",
    "core": true,
    "deprecated_by": null,
    "description": "Memoria sobre entidades",
    "last_reviewed": "2026-04-14",
    "llm_function": "INJECT",
    "max_bytes": 2048,
    "naming": "p10_entity_{{name}}.md",
    "pillar": "P10",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "knowledge_index"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F3_inject"
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  "enum_def": {
    "boundary": "Finite list. NOT type_def.",
    "core": true,
    "deprecated_by": null,
    "description": "Enumeracao reutilizavel",
    "last_reviewed": "2026-04-14",
    "llm_function": "CONSTRAIN",
    "max_bytes": 1024,
    "naming": "p06_enum_{{name}}.md",
    "pillar": "P06",
    "spec_version": null,
    "status": "stable",
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      "type_def"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F1_constrain"
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    "boundary": "System environment variables. NOT boot_config (P02, per-provider) nor feature_flag (logical on/off).",
    "core": true,
    "deprecated_by": null,
    "description": "Environment variables",
    "last_reviewed": "2026-04-14",
    "llm_function": "GOVERN",
    "max_bytes": 4096,
    "naming": "p09_env_{{scope}}.yaml",
    "pillar": "P09",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F1_constrain"
  },
  "episodic_memory": {
    "boundary": "Episode-indexed long-term memory. NOT entity_memory (entity facts) nor memory_summary (compressed context). Cognitive: Tulving 1972.",
    "core": false,
    "deprecated_by": null,
    "description": "Long-term store of past interactions indexed by episode for retrieval and context injection",
    "last_reviewed": "2026-04-17",
    "llm_function": "INJECT",
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    "naming": "p10_ep_{{name}}.md",
    "pillar": "P10",
    "spec_version": null,
    "status": "stable",
    "upstream_source": "Tulving 1972",
    "depends_on": [
      "entity_memory"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F3_inject"
  },
  "eval_dataset": {
    "boundary": "Collection. NOT golden_test.",
    "core": true,
    "deprecated_by": null,
    "description": "Test case collection",
    "last_reviewed": "2026-04-14",
    "llm_function": "GOVERN",
    "max_bytes": 4096,
    "naming": "p07_dataset_{{name}}.md",
    "pillar": "P07",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "dataset_card"
    ],
    "requires_external_context": true,
    "requires_live_tools": false,
    "primary_8f": "F3_inject"
  },
  "eval_framework": {
    "boundary": "Eval framework. NOT benchmark_suite (benchmark collection) nor eval_metric (single metric).",
    "core": false,
    "deprecated_by": null,
    "description": "End-to-end evaluation framework integration",
    "last_reviewed": "2026-04-14",
    "llm_function": "GOVERN",
    "max_bytes": 5120,
    "naming": "p07_efw_{{name}}.md",
    "pillar": "P07",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "eval_metric",
      "scoring_rubric"
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    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F7_govern"
  },
  "eval_metric": {
    "boundary": "Single metric def. NOT benchmark_suite (composite) nor scoring_rubric (qualitative rubric).",
    "core": false,
    "deprecated_by": null,
    "description": "Individual evaluation metric definition",
    "last_reviewed": "2026-04-14",
    "llm_function": "GOVERN",
    "max_bytes": 4096,
    "naming": "p07_em_{{name}}.md",
    "pillar": "P07",
    "spec_version": null,
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    "upstream_source": null,
    "depends_on": [
      "scoring_rubric"
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    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F7_govern"
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  "event_schema": {
    "boundary": "Event payload schema. NOT data_contract (producer-consumer SLA) nor event_stream (infrastructure config). CloudEvents 1.0 / AsyncAPI 3.0.",
    "core": false,
    "deprecated_by": null,
    "description": "AsyncAPI / CloudEvents schema for event payloads defining structure, versioning, and routing metadata",
    "last_reviewed": "2026-04-17",
    "llm_function": "CONSTRAIN",
    "max_bytes": 4096,
    "naming": "p06_evs_{{name}}.md",
    "pillar": "P06",
    "spec_version": null,
    "status": "stable",
    "upstream_source": "CloudEvents 1.0 / AsyncAPI 3.0",
    "depends_on": [
      "type_def",
      "domain_event"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F8_collaborate"
  },
  "event_stream": {
    "boundary": "Real-time event stream config. NOT webhook (single outbound call) nor signal (internal nucleus signal). Industry: Kafka topic, Kinesis stream.",
    "core": false,
    "deprecated_by": null,
    "description": "Configuration for a real-time ordered sequence of domain events consumed by one or more subscribers",
    "last_reviewed": "2026-04-17",
    "llm_function": "CALL",
    "max_bytes": 3072,
    "naming": "p04_evs_{{name}}.md",
    "pillar": "P04",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "webhook",
      "signal",
      "schedule",
      "api_client",
      "process_manager",
      "domain_event"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F8_collaborate"
  },
  "expansion_play": {
    "boundary": "Expansion play. NOT churn_prevention_playbook (defensive) nor sales_playbook (new logo).",
    "core": false,
    "deprecated_by": null,
    "description": "Account expansion play: upsell triggers, cross-sell map, NRR mechanics, AE talk track",
    "last_reviewed": "2026-04-14",
    "llm_function": "PRODUCE",
    "max_bytes": 5120,
    "naming": "p03_ep_{{name}}.md",
    "pillar": "P03",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "customer_segment",
      "sales_playbook"
    ],
    "requires_external_context": true,
    "requires_live_tools": false,
    "primary_8f": "F8_collaborate"
  },
  "experiment_config": {
    "boundary": "Experiment config with variants and metrics. NOT a feature_flag (boolean toggle) nor a benchmark (one-time evaluation).",
    "core": false,
    "deprecated_by": null,
    "description": "A/B test and prompt experiment configuration with variants, metrics, and statistical analysis",
    "last_reviewed": "2026-04-14",
    "llm_function": "GOVERN",
    "max_bytes": 4096,
    "naming": "p09_ec_{{name}}.yaml",
    "pillar": "P09",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "env_config",
      "feature_flag"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F7_govern"
  },
  "experiment_tracker": {
    "boundary": "Experiment tracking. NOT benchmark (evaluation suite) nor experiment_config (single experiment settings).",
    "core": false,
    "deprecated_by": null,
    "description": "Experiment configuration and results tracking",
    "last_reviewed": "2026-04-14",
    "llm_function": "GOVERN",
    "max_bytes": 4096,
    "naming": "p07_et_{{name}}.md",
    "pillar": "P07",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "experiment_config",
      "eval_metric"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F7_govern"
  },
  "fallback_chain": {
    "boundary": "Fallback sequence between LLM models. NOT chain (P03, prompt sequence) nor router (task routing).",
    "core": false,
    "deprecated_by": null,
    "description": "Fallback sequence (model A > B > C)",
    "last_reviewed": "2026-04-14",
    "llm_function": "GOVERN",
    "max_bytes": 512,
    "naming": "p02_fb_{{chain}}.yaml",
    "pillar": "P02",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "model_provider",
      "retry_policy"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F8_collaborate"
  },
  "faq_entry": {
    "boundary": "FAQ entry. NOT knowledge_card (broader) nor support_macro (agent canned reply).",
    "core": false,
    "deprecated_by": null,
    "description": "FAQ entry with question, canonical answer, related links, support deflection metric",
    "last_reviewed": "2026-04-14",
    "llm_function": "INJECT",
    "max_bytes": 3072,
    "naming": "p01_faq_{{name}}.md",
    "pillar": "P01",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "knowledge_card"
    ],
    "requires_external_context": true,
    "requires_live_tools": false,
    "primary_8f": "F3_inject"
  },
  "feature_flag": {
    "boundary": "Feature flag on/off with gradual rollout. NOT permission (access) nor env_config (generic variable).",
    "core": false,
    "deprecated_by": null,
    "description": "Feature flag (on/off, gradual rollout)",
    "last_reviewed": "2026-04-14",
    "llm_function": "GOVERN",
    "max_bytes": 1536,
    "naming": "p09_ff_{{feature}}.yaml",
    "pillar": "P09",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "env_config"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F1_constrain"
  },
  "few_shot_example": {
    "boundary": "Input/output pair for few-shot learning. NOT golden_test (P07) which evaluates quality -- only exemplifies format.",
    "core": true,
    "deprecated_by": null,
    "description": "Exemplo input/output pra prompt",
    "last_reviewed": "2026-04-14",
    "llm_function": "INJECT",
    "max_bytes": 1024,
    "naming": "p01_fse_{{topic}}.md + .yaml",
    "pillar": "P01",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "prompt_template"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F3_inject"
  },
  "fhir_agent_capability": {
    "boundary": "FHIR-native agent capability. NOT general agent (agent_card) nor OAuth2 app (oauth_app_config) nor FHIR workflow (workflow).",
    "core": false,
    "deprecated_by": null,
    "description": "HL7 FHIR R5 AI agent capability declaration: SMART on FHIR scopes, PHI handling, CDS Hooks, AI Transparency extension",
    "last_reviewed": "2026-04-14",
    "llm_function": "CONSTRAIN",
    "max_bytes": 5120,
    "naming": "p08_fhir_{{capability}}.md",
    "pillar": "P08",
    "spec_version": "HL7 AI Office WG 2026 / FHIR R5",
    "status": "stable",
    "upstream_source": "confluence.hl7.org/display/AIO",
    "depends_on": [
      "agent_card",
      "api_client"
    ],
    "requires_external_context": true,
    "requires_live_tools": false,
    "primary_8f": "F1_constrain"
  },
  "finetune_config": {
    "boundary": "Training config. NOT a model_provider (runtime routing) nor a model_card (documentation). This defines HOW to train/adapt a model.",
    "core": false,
    "deprecated_by": null,
    "description": "Fine-tuning job configuration: dataset, base model, adapter type (LoRA/PEFT), hyperparameters, eval metrics",
    "last_reviewed": "2026-04-14",
    "llm_function": "CONSTRAIN",
    "max_bytes": 4096,
    "naming": "p02_ft_{{name}}.yaml",
    "pillar": "P02",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "training_method",
      "eval_dataset"
    ],
    "requires_external_context": true,
    "requires_live_tools": false,
    "primary_8f": "F6_produce"
  },
  "fintech_vertical": {
    "boundary": "Fintech vertical KC. NOT compliance_checklist (audit) nor case_study (ref).",
    "core": false,
    "deprecated_by": null,
    "description": "Fintech industry vertical: SOC2+PCI-DSS, KYC/AML, fraud detection, use cases",
    "last_reviewed": "2026-04-14",
    "llm_function": "INJECT",
    "max_bytes": 6144,
    "naming": "p01_fv_{{name}}.md",
    "pillar": "P01",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "customer_segment",
      "knowledge_card"
    ],
    "requires_external_context": true,
    "requires_live_tools": false,
    "primary_8f": "F1_constrain"
  },
  "formatter": {
    "boundary": "Output format transformer. NOT parser (does not extract data) nor response_format (does not define what the LLM sees).",
    "core": false,
    "deprecated_by": null,
    "description": "Output formatter (json, md, yaml)",
    "last_reviewed": "2026-04-14",
    "llm_function": "GOVERN",
    "max_bytes": 4096,
    "naming": "p05_fmt_{{format}}.md",
    "pillar": "P05",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "type_def"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F6_produce"
  },
  "function_def": {
    "boundary": "JSON schema of a function the LLM can call via tool_use. NOT mcp_server (full protocol) nor api_client (client implementation).",
    "core": true,
    "deprecated_by": null,
    "description": "LLM-callable function definition (JSON Schema tool)",
    "last_reviewed": "2026-04-14",
    "llm_function": "CALL",
    "max_bytes": 2048,
    "naming": "p04_fn_{{name}}.md + .json",
    "pillar": "P04",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "type_def"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F6_produce"
  },
  "github_issue_template": {
    "boundary": "Issue template. NOT pull_request_template (separate) nor faq_entry (answers).",
    "core": false,
    "deprecated_by": null,
    "description": "GitHub issue template (bug/feature/question) with required fields and labels",
    "last_reviewed": "2026-04-14",
    "llm_function": "PRODUCE",
    "max_bytes": 3072,
    "naming": "p05_git_{{name}}.md",
    "pillar": "P05",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "knowledge_card"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F8_collaborate"
  },
  "glossary_entry": {
    "boundary": "Short domain term definition. NOT knowledge_card (no minimum density) nor context_doc (no scope).",
    "core": false,
    "deprecated_by": null,
    "description": "Term definition",
    "last_reviewed": "2026-04-14",
    "llm_function": "INJECT",
    "max_bytes": 512,
    "naming": "p01_gl_{{term}}.md + .yaml",
    "pillar": "P01",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "knowledge_card"
    ],
    "requires_external_context": true,
    "requires_live_tools": false,
    "primary_8f": "F3_inject"
  },
  "golden_test": {
    "boundary": "Reference test case quality 9.5+. NOT few_shot_example (P01, exemplifies) nor unit_eval (any quality).",
    "core": true,
    "deprecated_by": null,
    "description": "Reference test case (quality 9.5+)",
    "last_reviewed": "2026-04-14",
    "llm_function": "GOVERN",
    "max_bytes": 4096,
    "naming": "p07_gt_{{case}}.md + .yaml",
    "pillar": "P07",
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    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "eval_dataset",
      "scoring_rubric"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F7_govern"
  },
  "govtech_vertical": {
    "boundary": "Govtech vertical KC. NOT compliance_checklist (audit) nor legal_vertical (private).",
    "core": false,
    "deprecated_by": null,
    "description": "Government/govtech industry vertical: FedRAMP, FISMA, GSA, CJIS, accessibility (Section 508), use cases",
    "last_reviewed": "2026-04-14",
    "llm_function": "INJECT",
    "max_bytes": 6144,
    "naming": "p01_gv_{{name}}.md",
    "pillar": "P01",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "customer_segment",
      "knowledge_card"
    ],
    "requires_external_context": true,
    "requires_live_tools": false,
    "primary_8f": "F1_constrain"
  },
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    "boundary": "GPAI provider technical documentation per EU-AI-Act Article-53 and Annex-IV. NOT compliance_framework (policy mapping) nor conformity_assessment (high-risk system). Specific to GPAI models submitted to EU AI Office.",
    "core": false,
    "deprecated_by": null,
    "description": "EU AI Act GPAI technical documentation (Annex IV / Article 53) -- training-data summary, compute-budget, energy consumption, evaluation results, intended purpose, downstream-limit.",
    "last_reviewed": "2026-04-14",
    "llm_function": "PRODUCE",
    "max_bytes": 5120,
    "naming": "p11_gpai_{{model}}.md",
    "pillar": "P11",
    "spec_version": "EU-AI-Act-2024",
    "status": "stable",
    "upstream_source": "EU AI Act Article 53 + Annex IV (Aug 2025 active)",
    "depends_on": [
      "ai_rmf_profile",
      "knowledge_card"
    ],
    "requires_external_context": true,
    "requires_live_tools": false,
    "primary_8f": "F7_govern"
  },
  "graph_rag_config": {
    "boundary": "Graph RAG config. NOT knowledge_graph (graph instance) nor rag_source (document source).",
    "core": false,
    "deprecated_by": null,
    "description": "Graph-based RAG architecture configuration",
    "last_reviewed": "2026-04-14",
    "llm_function": "INJECT",
    "max_bytes": 4096,
    "naming": "p01_grc_{{name}}.yaml",
    "pillar": "P01",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "rag_source",
      "embedding_config",
      "vector_store"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F3_inject"
  },
  "guardrail": {
    "boundary": "Security and safety boundary constraint. NOT permission (P09, access) nor law (P08, operational).",
    "core": true,
    "deprecated_by": null,
    "description": "Safety restriction (safety boundary)",
    "last_reviewed": "2026-04-14",
    "llm_function": "CONSTRAIN",
    "max_bytes": 4096,
    "naming": "p11_gr_{{scope}}.yaml",
    "pillar": "P11",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "constitutional_rule",
      "content_filter"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F7_govern"
  },
  "handoff": {
    "boundary": "Handoff instruction with task+context+commit. NOT action_prompt (P03, pure prompt) nor signal (simple event).",
    "core": true,
    "deprecated_by": null,
    "description": "Handoff instruction (task + context + commit)",
    "last_reviewed": "2026-04-18",
    "llm_function": "COLLABORATE",
    "max_bytes": 4096,
    "naming": "p12_ho_{{task}}.md",
    "pillar": "P12",
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    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "agent_card",
      "dispatch_rule"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F8_collaborate"
  },
  "handoff_protocol": {
    "boundary": "A2A handoff. NOT dispatch_rule.",
    "core": true,
    "deprecated_by": null,
    "description": "Agent-to-agent transfer protocol",
    "last_reviewed": "2026-04-14",
    "llm_function": "COLLABORATE",
    "max_bytes": 2048,
    "naming": "p02_handoff_{{protocol}}.md",
    "pillar": "P02",
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    "upstream_source": null,
    "depends_on": [
      "agent_card",
      "dispatch_rule"
    ],
    "requires_external_context": false,
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    "primary_8f": "F8_collaborate"
  },
  "healthcare_vertical": {
    "boundary": "Healthcare vertical KC. NOT compliance_checklist (audit) nor case_study (ref).",
    "core": false,
    "deprecated_by": null,
    "description": "Healthcare industry vertical: HIPAA, HL7/FHIR, PHI handling, use cases",
    "last_reviewed": "2026-04-14",
    "llm_function": "INJECT",
    "max_bytes": 6144,
    "naming": "p01_hv_{{name}}.md",
    "pillar": "P01",
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    "upstream_source": null,
    "depends_on": [
      "customer_segment",
      "knowledge_card"
    ],
    "requires_external_context": true,
    "requires_live_tools": false,
    "primary_8f": "F1_constrain"
  },
  "hitl_config": {
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    "core": false,
    "deprecated_by": null,
    "description": "Human-in-the-loop approval flow configuration: review triggers, escalation chains, timeout actions",
    "last_reviewed": "2026-04-14",
    "llm_function": "GOVERN",
    "max_bytes": 3072,
    "naming": "p11_hitl_{{name}}.yaml",
    "pillar": "P11",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "quality_gate",
      "workflow"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F7_govern"
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  "hook": {
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    "core": true,
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    "description": "Pre/post processing hook",
    "last_reviewed": "2026-04-14",
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    "status": "stable",
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      "function_def"
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    "boundary": "hook_config = DECLARACAO de quais hooks; hook = IMPLEMENTACAO do hook",
    "core": false,
    "deprecated_by": null,
    "description": "Hook lifecycle configuration for builder execution",
    "last_reviewed": "2026-04-14",
    "llm_function": "CONSTRAIN",
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    "naming": "p04_hook_config_{{topic}}.md + .yaml",
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    "upstream_source": null,
    "depends_on": [
      "hook",
      "env_config"
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    "primary_8f": "F8_collaborate"
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    "boundary": "Incident post-mortem. NOT bugloop (auto-fix) nor learning_record (generic learning).",
    "core": false,
    "deprecated_by": null,
    "description": "AI incident documentation and post-mortem",
    "last_reviewed": "2026-04-14",
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    "naming": "p11_ir_{{name}}.md",
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    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "audit_log",
      "knowledge_card"
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    "requires_external_context": true,
    "requires_live_tools": false,
    "primary_8f": "F8_collaborate"
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  "inference_config": {
    "boundary": "Inference-time generation parameters. NOT model_provider (which model to call) nor thinking_config (extended reasoning budget) nor streaming_config (transport streaming).",
    "core": false,
    "deprecated_by": null,
    "description": "Inference-time parameters: temperature, top_p, sampling strategy, stop sequences, penalties",
    "last_reviewed": "2026-04-23",
    "llm_function": "CONSTRAIN",
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    "naming": "p09_ic_{{name}}.md + .yaml",
    "pillar": "P09",
    "spec_version": "1.0.0",
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "model_provider",
      "thinking_config",
      "streaming_config"
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    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F1_constrain"
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  "input_schema": {
    "boundary": "Input contract defining required data. NOT validation_schema (output) nor type_def (abstract definition).",
    "core": true,
    "deprecated_by": null,
    "description": "Input contract",
    "last_reviewed": "2026-04-14",
    "llm_function": "CONSTRAIN",
    "max_bytes": 3072,
    "naming": "p06_is_{{scope}}.yaml",
    "pillar": "P06",
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    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "type_def"
    ],
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    "requires_live_tools": false,
    "primary_8f": "F1_constrain"
  },
  "instruction": {
    "boundary": "",
    "core": false,
    "deprecated_by": null,
    "description": "Step-by-step execution instructions for agents or pipelines",
    "last_reviewed": "2026-04-14",
    "llm_function": "",
    "max_bytes": 2048,
    "naming": "ex_instruction_{topic}.md",
    "pillar": "P03",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "prompt_template"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F6_produce"
  },
  "integration_guide": {
    "boundary": "Integration guide. NOT quickstart_guide (5min) nor api_reference (schema).",
    "core": false,
    "deprecated_by": null,
    "description": "Deep integration guide for platform partners and paid-tier onboarding",
    "last_reviewed": "2026-04-14",
    "llm_function": "PRODUCE",
    "max_bytes": 8192,
    "naming": "p05_ig_{{name}}.md",
    "pillar": "P05",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "api_reference",
      "knowledge_card"
    ],
    "requires_external_context": true,
    "requires_live_tools": false,
    "primary_8f": "F6_produce"
  },
  "interactive_demo": {
    "boundary": "Demo script. NOT playground_config (env) nor product_tour (in-app).",
    "core": false,
    "deprecated_by": null,
    "description": "Interactive product demo script with guided-tour steps and talk track",
    "last_reviewed": "2026-04-14",
    "llm_function": "PRODUCE",
    "max_bytes": 6144,
    "naming": "p05_id_{{name}}.md",
    "pillar": "P05",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "landing_page"
    ],
    "requires_external_context": false,
    "requires_live_tools": true,
    "primary_8f": "F6_produce"
  },
  "interface": {
    "boundary": "Bilateral integration contract between agents. NOT input_schema (unilateral) nor signal (P12, simple event).",
    "core": false,
    "deprecated_by": null,
    "description": "Agent-to-agent integration contract",
    "last_reviewed": "2026-04-14",
    "llm_function": "CONSTRAIN",
    "max_bytes": 3072,
    "naming": "p06_iface_{{contract}}.yaml",
    "pillar": "P06",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "input_schema",
      "output_validator"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F1_constrain"
  },
  "invariant": {
    "boundary": "Inviolable operational law of the system. NOT instruction (P03, flexible) nor guardrail (P11, safety-focused).",
    "core": true,
    "deprecated_by": null,
    "description": "Lei operacional (inviolavel)",
    "last_reviewed": "2026-04-14",
    "llm_function": "CONSTRAIN",
    "max_bytes": 3072,
    "naming": "p08_law_{{number}}.md",
    "pillar": "P08",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "guardrail"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F1_constrain"
  },
  "judge_config": {
    "boundary": "Judge config. NOT llm_judge (judge instance) nor scoring_rubric (human rubric).",
    "core": false,
    "deprecated_by": null,
    "description": "LLM judge configuration for automated evaluation",
    "last_reviewed": "2026-04-14",
    "llm_function": "GOVERN",
    "max_bytes": 4096,
    "naming": "p07_jc_{{name}}.md",
    "pillar": "P07",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "content_filter",
      "audit_log"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F7_govern"
  },
  "knowledge_card": {
    "boundary": "Distilled, static, versioned knowledge. NOT an instruction, template, or configuration.",
    "core": true,
    "deprecated_by": null,
    "description": "Fato atomico pesquisavel (densidade > 0.8)",
    "last_reviewed": "2026-04-14",
    "llm_function": "INJECT",
    "max_bytes": 5120,
    "naming": "p01_kc_{{topic}}.md + .yaml",
    "pillar": "P01",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "citation"
    ],
    "requires_external_context": true,
    "requires_live_tools": false,
    "primary_8f": "F3_inject"
  },
  "knowledge_graph": {
    "boundary": "Relational knowledge structure. NOT an entity_memory (single entity recall) nor a knowledge_index (flat search). This defines RELATIONSHIPS between entities.",
    "core": false,
    "deprecated_by": null,
    "description": "Graph-based knowledge schema with entity types, relation types, and traversal strategies for GraphRAG",
    "last_reviewed": "2026-04-14",
    "llm_function": "INJECT",
    "max_bytes": 8192,
    "naming": "p01_kg_{{name}}.md",
    "pillar": "P01",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "ontology",
      "entity_memory"
    ],
    "requires_external_context": true,
    "requires_live_tools": false,
    "primary_8f": "F3_inject"
  },
  "knowledge_index": {
    "boundary": "Semantic search index (BM25, FAISS). NOT embedding_config (P01, model) nor rag_source (P01, source).",
    "core": true,
    "deprecated_by": null,
    "description": "Search index (BM25, FAISS config)",
    "last_reviewed": "2026-04-14",
    "llm_function": "INJECT",
    "max_bytes": 3072,
    "naming": "p10_bi_{{index}}.yaml",
    "pillar": "P10",
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    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "rag_source",
      "chunk_strategy",
      "vector_store"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F3_inject"
  },
  "kubernetes_ai_requirement": {
    "boundary": "KAR conformance artifact. NOT env_config (runtime) nor sandbox_config (isolation) nor compliance_framework (regulatory).",
    "core": false,
    "deprecated_by": null,
    "description": "CNCF Kubernetes AI Requirement (KAR) conformance artifact: GPU topology, InfiniBand, MIG, DRA, checkpoint PVCs, multi-node training",
    "last_reviewed": "2026-04-14",
    "llm_function": "CONSTRAIN",
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    "naming": "p09_kar_{{name}}.md",
    "pillar": "P09",
    "spec_version": "CNCF KAR v1.35 (GA 2025-11)",
    "status": "stable",
    "upstream_source": "cncf.io/blog/2026/03/23/cloud-native-agentic-standards/",
    "depends_on": [
      "deployment_manifest",
      "env_config"
    ],
    "requires_external_context": true,
    "requires_live_tools": false,
    "primary_8f": "F7_govern"
  },
  "landing_page": {
    "builder": "landing-page-builder",
    "deprecated_by": null,
    "description": "Complete production-ready landing page with 12 sections, responsive, dark mode, SEO",
    "domain": "frontend",
    "last_reviewed": "2026-04-14",
    "naming": "p05_lp_{{name}}.html",
    "pillar": "P05",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "prompt_template"
    ],
    "requires_external_context": true,
    "requires_live_tools": false,
    "primary_8f": "F6_produce"
  },
  "learning_record": {
    "boundary": "Persistent learning record. NOT session_state (ephemeral) nor axiom (immutable, does not learn).",
    "core": true,
    "deprecated_by": null,
    "description": "Learning record (what worked/failed)",
    "last_reviewed": "2026-04-14",
    "llm_function": "INJECT",
    "max_bytes": 3072,
    "naming": "p10_lr_{{topic}}.md + .yaml",
    "pillar": "P10",
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    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "quality_gate",
      "scoring_rubric"
    ],
    "requires_external_context": true,
    "requires_live_tools": false,
    "primary_8f": "F7_govern"
  },
  "legal_vertical": {
    "boundary": "Legal vertical KC. NOT compliance_checklist (audit) nor case_study (ref).",
    "core": false,
    "deprecated_by": null,
    "description": "Legal industry vertical: privilege, billable hour, contract analysis, use cases",
    "last_reviewed": "2026-04-14",
    "llm_function": "INJECT",
    "max_bytes": 6144,
    "naming": "p01_lv_{{name}}.md",
    "pillar": "P01",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "customer_segment",
      "knowledge_card"
    ],
    "requires_external_context": true,
    "requires_live_tools": false,
    "primary_8f": "F1_constrain"
  },
  "lens": {
    "boundary": "Specialized perspective on a domain. NOT agent (no capabilities) nor mental_model (no routing rules).",
    "core": false,
    "deprecated_by": null,
    "description": "Perspectiva especializada sobre dominio",
    "last_reviewed": "2026-04-14",
    "llm_function": "INJECT",
    "max_bytes": 2048,
    "naming": "p02_lens_{{perspective}}.md + .yaml",
    "pillar": "P02",
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    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "mental_model"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F4_reason"
  },
  "lifecycle_rule": {
    "boundary": "Declarative lifecycle rule. NOT hook (P04, executable code) nor runtime_rule (P09, technical).",
    "core": true,
    "deprecated_by": null,
    "description": "Lifecycle rule (freshness, archive, promote)",
    "last_reviewed": "2026-04-14",
    "llm_function": "GOVERN",
    "max_bytes": 4096,
    "naming": "p11_lc_{{rule}}.yaml",
    "pillar": "P11",
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    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "env_config",
      "workflow"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F1_constrain"
  },
  "lineage_record": {
    "boundary": "Knowledge provenance. NOT audit_log (compliance event log) nor citation (source reference). Maps to PROV-O standard.",
    "core": false,
    "deprecated_by": null,
    "description": "Provenance chain documenting how a knowledge artifact was derived, transformed, and curated",
    "last_reviewed": "2026-04-17",
    "llm_function": "INJECT",
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    "naming": "p01_lin_{{name}}.md",
    "pillar": "P01",
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    "status": "stable",
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    "depends_on": [
      "audit_log",
      "citation",
      "learning_record",
      "entity_memory"
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    "requires_external_context": true,
    "requires_live_tools": false,
    "primary_8f": "F7_govern"
  },
  "llm_evaluation_scenario": {
    "boundary": "Single eval scenario. NOT benchmark (suite) nor eval_metric (measure). Bridges eval_dataset + benchmark.",
    "core": false,
    "deprecated_by": null,
    "description": "HELM Stanford CRFM evaluation scenario: task instances, metric mapping, adapter config, few-shot pool, canonicalization",
    "last_reviewed": "2026-04-14",
    "llm_function": "GOVERN",
    "max_bytes": 4096,
    "naming": "p07_evs_{{subject}}_{{capability}}.md",
    "pillar": "P07",
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    "status": "stable",
    "upstream_source": "crfm.stanford.edu/helm/latest/",
    "depends_on": [
      "eval_dataset",
      "scoring_rubric",
      "llm_judge"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F7_govern"
  },
  "llm_judge": {
    "boundary": "LLM evaluator. NOT scoring_rubric.",
    "core": true,
    "deprecated_by": null,
    "description": "Config LLM-as-Judge",
    "last_reviewed": "2026-04-14",
    "llm_function": "GOVERN",
    "max_bytes": 2048,
    "naming": "p07_judge_{{name}}.md",
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    "depends_on": [
      "scoring_rubric",
      "prompt_template"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F7_govern"
  },
  "marketplace_app_manifest": {
    "boundary": "Marketplace manifest. NOT plugin (loadable) nor app_directory_entry (descriptive).",
    "core": false,
    "deprecated_by": null,
    "description": "Marketplace app manifest spec for Claude/LangChain/HuggingFace listings (metadata, perms, pricing)",
    "last_reviewed": "2026-04-14",
    "llm_function": "CONSTRAIN",
    "max_bytes": 4096,
    "naming": "p09_mam_{{name}}.yaml",
    "pillar": "P09",
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    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "agent_card",
      "env_config"
    ],
    "requires_external_context": true,
    "requires_live_tools": false,
    "primary_8f": "F5_call"
  },
  "mcp_app_extension": {
    "boundary": "MCP Apps Extension app. NOT mcp_server (protocol base) nor browser_tool (Playwright) nor webhook (callback).",
    "core": false,
    "deprecated_by": null,
    "description": "MCP Apps Extension (SEP-1865): app manifest, install/launch/terminate lifecycle, capabilities, permission grants, sandboxed iframe",
    "last_reviewed": "2026-04-14",
    "llm_function": "CALL",
    "max_bytes": 4096,
    "naming": "p04_mae_{{name}}.md",
    "pillar": "P04",
    "spec_version": "SEP-1865 draft 2026 (Anthropic + OpenAI)",
    "status": "draft",
    "upstream_source": "github.com/modelcontextprotocol/specification/issues/1865",
    "depends_on": [
      "mcp_server",
      "api_client"
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    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F5_call"
  },
  "mcp_server": {
    "boundary": "MCP server exposing tools and resources. NOT connector (simple integration) nor client (API consumer).",
    "core": true,
    "deprecated_by": null,
    "description": "Servidor MCP (tools + resources)",
    "last_reviewed": "2026-04-14",
    "llm_function": "CALL",
    "max_bytes": 2048,
    "naming": "p04_mcp_{{server}}.md + .yaml",
    "pillar": "P04",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "api_client",
      "openapi_spec"
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    "requires_external_context": false,
    "requires_live_tools": true,
    "primary_8f": "F5_call"
  },
  "memory_architecture": {
    "boundary": "Memory system design. NOT memory_type (single type) nor memory_scope (access scope).",
    "core": false,
    "deprecated_by": null,
    "description": "Complete memory system architecture design",
    "last_reviewed": "2026-04-14",
    "llm_function": "INJECT",
    "max_bytes": 5120,
    "naming": "p10_marc_{{name}}.md",
    "pillar": "P10",
    "spec_version": null,
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    "upstream_source": null,
    "depends_on": [
      "entity_memory",
      "knowledge_index"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F3_inject"
  },
  "memory_benchmark": {
    "boundary": "Memory eval suite. NOT benchmark_suite (general benchmarks) nor memory_architecture (system design).",
    "core": false,
    "deprecated_by": null,
    "description": "Memory system quality evaluation suite",
    "last_reviewed": "2026-04-14",
    "llm_function": "GOVERN",
    "max_bytes": 5120,
    "naming": "p07_mb_{{name}}.md",
    "pillar": "P07",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "benchmark",
      "entity_memory"
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    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F3_inject"
  },
  "memory_scope": {
    "boundary": "Which memory to use. NOT session_state.",
    "core": false,
    "deprecated_by": null,
    "description": "Agent memory configuration",
    "last_reviewed": "2026-04-14",
    "llm_function": "INJECT",
    "max_bytes": 2048,
    "naming": "p02_memscope_{{agent}}.md",
    "pillar": "P02",
    "spec_version": null,
    "status": "stable",
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    "depends_on": [
      "entity_memory",
      "session_state"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F3_inject"
  },
  "memory_summary": {
    "boundary": "Compression. NOT session_state.",
    "core": true,
    "deprecated_by": null,
    "description": "Compressed memory summary",
    "last_reviewed": "2026-04-14",
    "llm_function": "INJECT",
    "max_bytes": 2048,
    "naming": "p10_summary_{{scope}}.md",
    "pillar": "P10",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
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      "episodic_memory"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F3_inject"
  },
  "memory_type": {
    "boundary": "Classification and policy for memory types. NOT entity_memory (memory instance) nor memory_scope (who accesses) nor memory_summary (summary).",
    "core": false,
    "deprecated_by": null,
    "description": "Classification of persistent memory by source, confidence, and decay rate",
    "last_reviewed": "2026-04-14",
    "llm_function": "INJECT",
    "max_bytes": 2048,
    "naming": "p10_mt_{{type_name}}.yaml",
    "pillar": "P10",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "entity_memory"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F3_inject"
  },
  "mental_model": {
    "boundary": "Fixed agent identity with routing and decisions. NOT runtime_state P10 (variable state per session).",
    "core": true,
    "deprecated_by": null,
    "description": "Agent mental model (routing, decisions)",
    "last_reviewed": "2026-04-14",
    "llm_function": "BECOME",
    "max_bytes": 2048,
    "naming": "p02_mm_{{agent}}.yaml",
    "pillar": "P02",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "knowledge_card"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F4_reason"
  },
  "messaging_gateway": {
    "boundary": "Multi-platform message transport (TG/Discord/Slack/WhatsApp/Signal/Email). NOT webhook (single-event) nor api_client (outbound only).",
    "core": false,
    "deprecated_by": null,
    "description": "Unified multi-platform messaging transport abstraction",
    "last_reviewed": "2026-04-18",
    "llm_function": "CALL",
    "max_bytes": 4096,
    "naming": "p04_mg_{{platform}}.yaml",
    "pillar": "P04",
    "spec_version": "1.0.0",
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "user_model",
      "session_state",
      "webhook",
      "api_client",
      "notifier",
      "browser_tool",
      "stt_provider",
      "voice_pipeline"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F5_call"
  },
  "model_architecture": {
    "boundary": "Architecture definition. NOT model_card (deployment spec) nor model_provider (API integration).",
    "core": false,
    "deprecated_by": null,
    "description": "Neural network architecture definition",
    "last_reviewed": "2026-04-14",
    "llm_function": "BECOME",
    "max_bytes": 5120,
    "naming": "p02_ma_{{name}}.md",
    "pillar": "P02",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "model_card",
      "model_provider"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F2_become"
  },
  "model_card": {
    "boundary": "LLM spec (pricing, context window, capabilities). NOT agent (P02, who uses the model) nor boot_config (how it starts).",
    "core": false,
    "deprecated_by": null,
    "description": "LLM spec in use (pricing, context, capabilities)",
    "last_reviewed": "2026-04-14",
    "llm_function": "GOVERN",
    "max_bytes": 2048,
    "naming": "p02_mc_{{model}}.md + .yaml",
    "pillar": "P02",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "model_provider"
    ],
    "requires_external_context": true,
    "requires_live_tools": false,
    "primary_8f": "F2_become"
  },
  "model_provider": {
    "added_version": "10.0.0",
    "core": true,
    "deprecated_by": null,
    "description": "LLM provider adapter (Claude, GPT, Gemini, Ollama, OpenRouter, LiteLLM)",
    "last_reviewed": "2026-04-14",
    "layer": "runtime",
    "llm_function": "CALL",
    "naming": "p02_mp_{{provider}}.yaml",
    "pillar": "P02",
    "sdk_module": "cex_sdk.models.providers",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "env_config",
      "secret_config"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F2_become"
  },
  "model_registry": {
    "boundary": "Model registry. NOT model_card (single model spec) nor checkpoint (training snapshot).",
    "core": false,
    "deprecated_by": null,
    "description": "Model versioning and artifact tracking",
    "last_reviewed": "2026-04-14",
    "llm_function": "GOVERN",
    "max_bytes": 4096,
    "naming": "p10_mr_{{name}}.md",
    "pillar": "P10",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "model_card",
      "model_provider"
    ],
    "requires_external_context": true,
    "requires_live_tools": false,
    "primary_8f": "F2_become"
  },
  "multi_modal_config": {
    "boundary": "Modality config. NOT vision_tool (visual analysis), audio_tool (processes audio), nor model_card (capabilities).",
    "core": false,
    "deprecated_by": null,
    "description": "Input format, resolution, encoding, and routing rules for multi-modal LLM interactions",
    "last_reviewed": "2026-04-14",
    "llm_function": "CONSTRAIN",
    "max_bytes": 2048,
    "naming": "p04_mmc_{{capability}}.yaml",
    "pillar": "P04",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "toolkit"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F6_produce"
  },
  "multimodal_prompt": {
    "boundary": "Multimodal prompt. NOT prompt_technique (text-only) nor multi_modal_config (model settings).",
    "core": false,
    "deprecated_by": null,
    "description": "Cross-modal prompt pattern for vision/audio/text",
    "last_reviewed": "2026-04-14",
    "llm_function": "INJECT",
    "max_bytes": 4096,
    "naming": "p03_mmp_{{name}}.md",
    "pillar": "P03",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "prompt_template"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F6_produce"
  },
  "naming_rule": {
    "boundary": "Artifact naming convention rule. NOT validator (P06, validates content) nor type_def (P06, defines type).",
    "core": false,
    "deprecated_by": null,
    "description": "Naming rule",
    "last_reviewed": "2026-04-14",
    "llm_function": "GOVERN",
    "max_bytes": 4096,
    "naming": "p08_nr_{{scope}}.md",
    "pillar": "P08",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "knowledge_card"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F1_constrain"
  },
  "notifier": {
    "boundary": "Sends notification to user/system. NOT webhook (bidirectional event) nor api_client (full integration).",
    "core": false,
    "deprecated_by": null,
    "description": "Push notification delivery (email, SMS, Slack, Discord)",
    "last_reviewed": "2026-04-14",
    "llm_function": "CALL",
    "max_bytes": 1024,
    "naming": "p04_notify_{{channel}}.md + .yaml",
    "pillar": "P04",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "webhook",
      "api_client"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F5_call"
  },
  "nps_survey": {
    "boundary": "NPS survey. NOT customer_segment (target def) nor cohort_analysis (retention).",
    "core": false,
    "deprecated_by": null,
    "description": "NPS survey config: question, scale, follow-up, segmentation, cadence, response routing",
    "last_reviewed": "2026-04-14",
    "llm_function": "GOVERN",
    "max_bytes": 3072,
    "naming": "p11_nps_{{name}}.yaml",
    "pillar": "P11",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "customer_segment",
      "knowledge_card"
    ],
    "requires_external_context": true,
    "requires_live_tools": false,
    "primary_8f": "F7_govern"
  },
  "nucleus_def": {
    "boundary": "Nucleus contract. NOT agent (individual agent in N0x/agents/) nor model_provider (LLM provider config) nor boot_config (boot runtime).",
    "core": true,
    "deprecated_by": null,
    "description": "Formal definition of a CEX nucleus (N00-N07). Fields: nucleus_id, role, pillars_owned, sin_lens, cli_binding, model_tier, boot_script, agent_card_path, crew_templates_exposed, domain_agents. Makes the fractal explicit.",
    "last_reviewed": "2026-04-14",
    "llm_function": "CONSTRAIN",
    "max_bytes": 5120,
    "naming": "p02_nd_{{nucleus_id_lower}}.md",
    "pillar": "P02",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "agent",
      "system_prompt",
      "agent_card"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F2_become"
  },
  "oauth_app_config": {
    "boundary": "OAuth config. NOT sso_config (workforce) nor secret_config (raw creds).",
    "core": false,
    "deprecated_by": null,
    "description": "OAuth2/PKCE app config for partner integrations: scopes, redirects, token lifetimes, refresh policy",
    "last_reviewed": "2026-04-14",
    "llm_function": "CONSTRAIN",
    "max_bytes": 4096,
    "naming": "p09_oauth_{{name}}.yaml",
    "pillar": "P09",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "secret_config",
      "env_config"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F1_constrain"
  },
  "onboarding_flow": {
    "boundary": "Activation flow. NOT user_journey (full path) nor workflow (system execution).",
    "core": false,
    "deprecated_by": null,
    "description": "User onboarding flow with activation milestones and aha-moment design",
    "last_reviewed": "2026-04-14",
    "llm_function": "PRODUCE",
    "max_bytes": 5120,
    "naming": "p05_of_{{name}}.md",
    "pillar": "P05",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "user_journey",
      "knowledge_card"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F6_produce"
  },
  "ontology": {
    "boundary": "Formal classification structure. NOT a knowledge_graph (entity relations) nor a glossary_entry (single term). This defines the CLASSIFICATION SYSTEM itself.",
    "core": false,
    "deprecated_by": null,
    "description": "Formal taxonomy and ontology definitions (OWL, SKOS, schema.org patterns) for knowledge organization",
    "last_reviewed": "2026-04-14",
    "llm_function": "CONSTRAIN",
    "max_bytes": 8192,
    "naming": "p01_ont_{{name}}.md",
    "pillar": "P01",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "domain_vocabulary",
      "glossary_entry"
    ],
    "requires_external_context": true,
    "requires_live_tools": false,
    "primary_8f": "F3_inject"
  },
  "openapi_spec": {
    "boundary": "Machine-readable API contract. NOT api_reference (human-readable docs) nor api_client (SDK implementation). OpenAPI Initiative OAS 3.x.",
    "core": false,
    "deprecated_by": null,
    "description": "Machine-readable API contract following OpenAPI Specification 3.x defining paths, schemas, and security",
    "last_reviewed": "2026-04-17",
    "llm_function": "CONSTRAIN",
    "max_bytes": 8192,
    "naming": "p06_oas_{{name}}.md",
    "pillar": "P06",
    "spec_version": null,
    "status": "stable",
    "upstream_source": "OpenAPI Initiative 2017",
    "depends_on": [
      "api_client",
      "data_contract"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F5_call"
  },
  "optimizer": {
    "boundary": "Process optimizer metric>action. NOT bugloop (one-off correction) nor benchmark (P07, passive measurement).",
    "core": false,
    "deprecated_by": null,
    "description": "Process optimizer (metric > action)",
    "last_reviewed": "2026-04-14",
    "llm_function": "GOVERN",
    "max_bytes": 4096,
    "naming": "p11_opt_{{target}}.md + .yaml",
    "pillar": "P11",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "eval_metric",
      "quality_gate"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F8_collaborate"
  },
  "output_validator": {
    "boundary": "Validates OUTPUT. NOT validator P06.",
    "core": true,
    "deprecated_by": null,
    "description": "Validacao pos-LLM",
    "last_reviewed": "2026-04-14",
    "llm_function": "GOVERN",
    "max_bytes": 2048,
    "naming": "p05_oval_{{target}}.md",
    "pillar": "P05",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "validation_schema"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F6_produce"
  },
  "parser": {
    "boundary": "Raw output data extractor. NOT formatter (does not transform format) nor validator (P06, does not validate).",
    "core": false,
    "deprecated_by": null,
    "description": "Output data extractor",
    "last_reviewed": "2026-04-14",
    "llm_function": "GOVERN",
    "max_bytes": 4096,
    "naming": "p05_parser_{{target}}.md + .yaml",
    "pillar": "P05",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "formatter",
      "type_def"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F6_produce"
  },
  "partner_listing": {
    "boundary": "Partner listing. NOT case_study (customer ref) nor app_directory_entry (app marketplace).",
    "core": false,
    "deprecated_by": null,
    "description": "Partner directory listing for SI/reseller channels with tier, region, certifications, contact",
    "last_reviewed": "2026-04-14",
    "llm_function": "PRODUCE",
    "max_bytes": 4096,
    "naming": "p05_pl_{{name}}.md",
    "pillar": "P05",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "knowledge_card",
      "agent_card"
    ],
    "requires_external_context": true,
    "requires_live_tools": false,
    "primary_8f": "F8_collaborate"
  },
  "path_config": {
    "boundary": "File system paths. NOT env_config (generic variables) nor permission (access control).",
    "core": true,
    "deprecated_by": null,
    "description": "System paths",
    "last_reviewed": "2026-04-14",
    "llm_function": "GOVERN",
    "max_bytes": 3072,
    "naming": "p09_path_{{scope}}.yaml",
    "pillar": "P09",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "env_config"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F1_constrain"
  },
  "pattern": {
    "boundary": "Reusable architecture pattern. NOT law (inviolable) nor workflow (P12, executable sequence).",
    "core": true,
    "deprecated_by": null,
    "description": "Pattern reutilizavel (ex: continuous batching)",
    "last_reviewed": "2026-04-14",
    "llm_function": "INJECT",
    "max_bytes": 4096,
    "naming": "p08_pat_{{name}}.md + .yaml",
    "pillar": "P08",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "knowledge_card"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F4_reason"
  },
  "permission": {
    "boundary": "Access permission rule. NOT guardrail (P11, safety boundary) nor feature_flag (feature on/off).",
    "core": true,
    "deprecated_by": null,
    "description": "Permission rule (read/write/execute)",
    "last_reviewed": "2026-04-14",
    "llm_function": "GOVERN",
    "max_bytes": 3072,
    "naming": "p09_perm_{{scope}}.yaml",
    "pillar": "P09",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "rbac_policy"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F1_constrain"
  },
  "personality": {
    "boundary": "Hot-swappable persona (voice/tone/values). NOT agent (full spec) nor agent_profile (runtime config).",
    "core": false,
    "deprecated_by": null,
    "description": "Hot-swap persona applied to an agent at runtime",
    "last_reviewed": "2026-04-18",
    "llm_function": "INJECT",
    "max_bytes": 3072,
    "naming": "p02_per_{{name}}.md",
    "pillar": "P02",
    "spec_version": "1.0.0",
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "agent",
      "agent_profile",
      "system_prompt",
      "lens",
      "user_model",
      "episodic_memory"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F2_become"
  },
  "pipeline_template": {
    "boundary": "Scenario-indexed agent sequence. NOT crew_template (fixed roles) nor workflow (DAG). Pipelines have sequence + revision loops.",
    "core": false,
    "deprecated_by": null,
    "description": "Scenario-indexed agent pipeline recipe (new-feature, bug-fix, refactor, perf, infra)",
    "last_reviewed": "2026-04-18",
    "llm_function": "CALL",
    "max_bytes": 4096,
    "naming": "p12_pt_{{scenario}}.yaml",
    "pillar": "P12",
    "spec_version": "1.0.0",
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "workflow",
      "dispatch_rule"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F8_collaborate"
  },
  "pitch_deck": {
    "boundary": "Pitch deck. NOT case_study (narrative) nor pricing_page (tier detail).",
    "core": false,
    "deprecated_by": null,
    "description": "Sales pitch deck with problem/solution/traction/ask slide structure",
    "last_reviewed": "2026-04-14",
    "llm_function": "PRODUCE",
    "max_bytes": 6144,
    "naming": "p05_pd_{{name}}.md",
    "pillar": "P05",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "knowledge_card",
      "customer_segment"
    ],
    "requires_external_context": true,
    "requires_live_tools": false,
    "primary_8f": "F6_produce"
  },
  "planning_strategy": {
    "boundary": "Planning approach. NOT reasoning_strategy (prompt reasoning) nor workflow (execution flow).",
    "core": false,
    "deprecated_by": null,
    "description": "Agent planning approach definition",
    "last_reviewed": "2026-04-14",
    "llm_function": "REASON",
    "max_bytes": 5120,
    "naming": "p03_ps_{{name}}.md",
    "pillar": "P03",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "prompt_template",
      "reasoning_strategy"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F4_reason"
  },
  "playground_config": {
    "boundary": "Playground spec. NOT sandbox_spec (isolation) nor interactive_demo (UI).",
    "core": false,
    "deprecated_by": null,
    "description": "Playground/sandbox config for interactive product evaluation",
    "last_reviewed": "2026-04-14",
    "llm_function": "CONSTRAIN",
    "max_bytes": 4096,
    "naming": "p09_pg_{{name}}.yaml",
    "pillar": "P09",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "env_config",
      "sandbox_spec"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F6_produce"
  },
  "plugin": {
    "boundary": "Pluggable system extension. NOT hook (specific event) nor skill (no structured phases).",
    "core": false,
    "deprecated_by": null,
    "description": "Extensao plugavel",
    "last_reviewed": "2026-04-14",
    "llm_function": "CALL",
    "max_bytes": 2048,
    "naming": "p04_plug_{{name}}.md + .yaml",
    "pillar": "P04",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "function_def",
      "toolkit"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F5_call"
  },
  "preference_dataset": {
    "boundary": "RLHF preference data. NOT eval_dataset (evaluation examples) nor golden_test (expected outputs). Industry: RLHF reward modeling.",
    "core": false,
    "deprecated_by": null,
    "description": "Curated dataset of human-labeled preference pairs used for RLHF training or direct preference optimization",
    "last_reviewed": "2026-04-17",
    "llm_function": "GOVERN",
    "max_bytes": 4096,
    "naming": "p11_pd_{{name}}.md",
    "pillar": "P11",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "eval_dataset",
      "customer_segment"
    ],
    "requires_external_context": true,
    "requires_live_tools": false,
    "primary_8f": "F3_inject"
  },
  "press_release": {
    "boundary": "Press release. NOT blog_post (long-form) nor pitch_deck (visual).",
    "core": false,
    "deprecated_by": null,
    "description": "Press release with AP-style headline, dateline, lede, quotes, boilerplate, contacts",
    "last_reviewed": "2026-04-14",
    "llm_function": "PRODUCE",
    "max_bytes": 4096,
    "naming": "p05_pr_{{name}}.md",
    "pillar": "P05",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "knowledge_card"
    ],
    "requires_external_context": true,
    "requires_live_tools": false,
    "primary_8f": "F6_produce"
  },
  "pricing_page": {
    "boundary": "Pricing page UI. NOT subscription_tier (data) nor landing_page (top-of-funnel).",
    "core": false,
    "deprecated_by": null,
    "description": "Pricing page artifact with tier comparison and conversion copy",
    "last_reviewed": "2026-04-14",
    "llm_function": "PRODUCE",
    "max_bytes": 6144,
    "naming": "p05_pp_{{name}}.md",
    "pillar": "P05",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "subscription_tier",
      "customer_segment"
    ],
    "requires_external_context": true,
    "requires_live_tools": false,
    "primary_8f": "F6_produce"
  },
  "procedural_memory": {
    "boundary": "Procedural memory. NOT entity_memory (entity facts) nor knowledge_card (declarative knowledge).",
    "core": false,
    "deprecated_by": null,
    "description": "Skill and procedure storage/retrieval system",
    "last_reviewed": "2026-04-14",
    "llm_function": "INJECT",
    "max_bytes": 4096,
    "naming": "p10_pm_{{name}}.md",
    "pillar": "P10",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "entity_memory"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F3_inject"
  },
  "process_manager": {
    "boundary": "Event-driven process coordinator. NOT workflow (step-sequential) nor supervisor (agent hierarchy). Enterprise Integration Patterns: Process Manager.",
    "core": false,
    "deprecated_by": null,
    "description": "Event-driven coordinator for multi-step processes that routes domain events and issues commands to participants",
    "last_reviewed": "2026-04-17",
    "llm_function": "CALL",
    "max_bytes": 4096,
    "naming": "p12_pm_{{name}}.md",
    "pillar": "P12",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "workflow",
      "dispatch_rule",
      "supervisor",
      "domain_event",
      "schedule"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F8_collaborate"
  },
  "product_tour": {
    "boundary": "Product tour. NOT interactive_demo (sales) nor onboarding_flow (activation).",
    "core": false,
    "deprecated_by": null,
    "description": "In-app product tour walkthrough with step/tooltip/trigger spec",
    "last_reviewed": "2026-04-14",
    "llm_function": "PRODUCE",
    "max_bytes": 5120,
    "naming": "p05_pt_{{name}}.md",
    "pillar": "P05",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "user_journey",
      "knowledge_card"
    ],
    "requires_external_context": true,
    "requires_live_tools": false,
    "primary_8f": "F6_produce"
  },
  "prompt_cache": {
    "boundary": "Cache config. NOT session_state (ephemeral context), memory_summary (history), nor runtime_state (runtime variables).",
    "core": false,
    "deprecated_by": null,
    "description": "TTL, eviction, and invalidation config for cached LLM prompt/completion pairs",
    "last_reviewed": "2026-04-14",
    "llm_function": "GOVERN",
    "max_bytes": 2048,
    "naming": "p10_pc_{{name}}.yaml",
    "pillar": "P10",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "system_prompt",
      "prompt_template"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F3_inject"
  },
  "prompt_compiler": {
    "boundary": "Transmutation rules and mappings. NOT a router (routes between providers), NOT a dispatch_rule (routes tasks to agents), NOT a prompt_template (template with vars). This IS the layer that resolves WHAT the user wants before any routing happens.",
    "core": true,
    "deprecated_by": null,
    "description": "Intent-to-artifact transmutation rules. Compiles vague user input into structured {kind, pillar, nucleus, verb} resolution. The behavioral seed that makes any LLM operating CEX a prompt compiler (DSPy term).",
    "last_reviewed": "2026-04-14",
    "llm_function": "CONSTRAIN",
    "max_bytes": 16384,
    "naming": "p03_pc_{{name}}.md",
    "pillar": "P03",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "prompt_template",
      "prompt_version"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F6_produce"
  },
  "prompt_optimizer": {
    "boundary": "Prompt optimizer. NOT prompt_compiler (CEX internal) nor optimizer (general optimization).",
    "core": false,
    "deprecated_by": null,
    "description": "Automated prompt improvement and compilation tool",
    "last_reviewed": "2026-04-14",
    "llm_function": "GOVERN",
    "max_bytes": 5120,
    "naming": "p03_po_{{name}}.md",
    "pillar": "P03",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "prompt_template",
      "scoring_rubric"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F6_produce"
  },
  "prompt_package": {
    "boundary": "Pre-compiled F1-F4 context package for Mode B generation. NOT prompt_template (reusable template) nor prompt_compiler (intent resolution). This IS the Stage 1 output consumed by cheap models in decomposed 8F.",
    "core": true,
    "deprecated_by": null,
    "description": "Pre-compiled prompt package containing F1 constraints, F2 builder identity, F3 injected context, and F4 reasoning plan. Consumed by f6_generation tier models that only execute F6 PRODUCE.",
    "last_reviewed": "2026-04-28",
    "llm_function": "INJECT",
    "max_bytes": 16384,
    "naming": "p03_pp_{{task_id}}.md",
    "pillar": "P03",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "prompt_template",
      "system_prompt",
      "prompt_compiler"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F3_inject"
  },
  "prompt_technique": {
    "boundary": "Prompt technique. NOT prompt_template (reusable template) nor reasoning_strategy (reasoning-specific).",
    "core": false,
    "deprecated_by": null,
    "description": "Specific prompting method or pattern",
    "last_reviewed": "2026-04-14",
    "llm_function": "INJECT",
    "max_bytes": 4096,
    "naming": "p03_pt_{{name}}.md",
    "pillar": "P03",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "prompt_template"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F6_produce"
  },
  "prompt_template": {
    "boundary": "Template with variables. NOT user_prompt (fixed) nor system_prompt (identity).",
    "core": true,
    "deprecated_by": null,
    "description": "Reusable template with {{vars}} to generate prompts",
    "last_reviewed": "2026-04-14",
    "llm_function": "CONSTRAIN",
    "max_bytes": 8192,
    "naming": "p03_pt_{{topic}}.md",
    "pillar": "P03",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "system_prompt"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F6_produce"
  },
  "prompt_version": {
    "boundary": "Immutable version. NOT prompt_template.",
    "core": false,
    "deprecated_by": null,
    "description": "Versioned prompt snapshot",
    "last_reviewed": "2026-04-14",
    "llm_function": "GOVERN",
    "max_bytes": 2048,
    "naming": "p03_pv_{{version}}.md",
    "pillar": "P03",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "prompt_template"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F6_produce"
  },
  "prosody_config": {
    "boundary": "Prosody/emotion settings. NOT tts_provider (provider integration) nor agent_profile (agent persona).",
    "core": false,
    "deprecated_by": null,
    "description": "Voice personality and emotion settings",
    "last_reviewed": "2026-04-14",
    "llm_function": "CONSTRAIN",
    "max_bytes": 2048,
    "naming": "p09_prs_{{name}}.yaml",
    "pillar": "P09",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "env_config"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F6_produce"
  },
  "prospective_memory": {
    "boundary": "Future-action memory. NOT schedule (workflow schedule config) nor session_state (current session). Cognitive: prospective memory.",
    "core": false,
    "deprecated_by": null,
    "description": "Scheduled future actions and reminders that an agent must execute at a future time or trigger condition",
    "last_reviewed": "2026-04-17",
    "llm_function": "COLLABORATE",
    "max_bytes": 2048,
    "naming": "p10_pro_{{name}}.md",
    "pillar": "P10",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "entity_memory"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F3_inject"
  },
  "quality_gate": {
    "boundary": "Quality barrier with numeric score. NOT validator (P06, technical pass/fail) nor scoring_rubric (P07, defines criteria).",
    "core": true,
    "deprecated_by": null,
    "description": "Quality barrier (pass/fail with score)",
    "last_reviewed": "2026-04-14",
    "llm_function": "GOVERN",
    "max_bytes": 4096,
    "naming": "p11_qg_{{gate}}.yaml",
    "pillar": "P11",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "scoring_rubric",
      "eval_metric"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F7_govern"
  },
  "quantization_config": {
    "boundary": "Quantization settings. NOT compression_config (context compression) nor model_architecture (full arch).",
    "core": false,
    "deprecated_by": null,
    "description": "Model quantization and compression settings",
    "last_reviewed": "2026-04-14",
    "llm_function": "CONSTRAIN",
    "max_bytes": 2048,
    "naming": "p09_qc_{{name}}.yaml",
    "pillar": "P09",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "model_card",
      "env_config"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F6_produce"
  },
  "query_optimizer": {
    "boundary": "Query transformation and decomposition rules for RAG retrieval. NOT search_strategy (which strategy to use) nor retriever_config (retrieval parameters) nor rag_source (data source definition).",
    "core": false,
    "deprecated_by": null,
    "description": "Query rewriting, expansion, and multi-hop decomposition rules for RAG retrieval",
    "last_reviewed": "2026-04-23",
    "llm_function": "CALL",
    "max_bytes": 5120,
    "naming": "p01_qo_{{name}}.md + .yaml",
    "pillar": "P01",
    "spec_version": "1.0.0",
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "search_strategy",
      "retriever_config",
      "rag_source"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F6_produce"
  },
  "quickstart_guide": {
    "boundary": "Quickstart doc. NOT integration_guide (deep) nor sdk_example (code-only).",
    "core": false,
    "deprecated_by": null,
    "description": "Quickstart guide artifact for product/API onboarding in under 5 minutes",
    "last_reviewed": "2026-04-14",
    "llm_function": "PRODUCE",
    "max_bytes": 8192,
    "naming": "p05_qs_{{name}}.md",
    "pillar": "P05",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "knowledge_card",
      "context_doc"
    ],
    "requires_external_context": true,
    "requires_live_tools": false,
    "primary_8f": "F6_produce"
  },
  "rag_source": {
    "boundary": "Pointer to external indexable source. NOT the content itself -- only a reference with URL and freshness.",
    "core": false,
    "deprecated_by": null,
    "description": "Fonte externa indexavel",
    "last_reviewed": "2026-04-14",
    "llm_function": "INJECT",
    "max_bytes": 1024,
    "naming": "p01_rs_{{source}}.md + .yaml",
    "pillar": "P01",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "chunk_strategy",
      "embedding_config"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F3_inject"
  },
  "rate_limit_config": {
    "boundary": "Limits. NOT runtime_rule.",
    "core": true,
    "deprecated_by": null,
    "description": "Rate limiting: RPM, TPM, budget",
    "last_reviewed": "2026-04-14",
    "llm_function": "CONSTRAIN",
    "max_bytes": 1024,
    "naming": "p09_ratelimit_{{scope}}.md",
    "pillar": "P09",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "env_config"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F1_constrain"
  },
  "rbac_policy": {
    "boundary": "RBAC spec. NOT permission (capability) nor sso_config (identity).",
    "core": false,
    "deprecated_by": null,
    "description": "Role-based access control policy for multi-tenant isolation",
    "last_reviewed": "2026-04-14",
    "llm_function": "CONSTRAIN",
    "max_bytes": 4096,
    "naming": "p09_rbac_{{name}}.yaml",
    "pillar": "P09",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "env_config"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F1_constrain"
  },
  "realtime_session": {
    "boundary": "Realtime session config. NOT transport_config (network layer) nor voice_pipeline (full architecture).",
    "core": false,
    "deprecated_by": null,
    "description": "Live bidirectional session configuration",
    "last_reviewed": "2026-04-14",
    "llm_function": "CALL",
    "max_bytes": 4096,
    "naming": "p09_rs_{{name}}.md",
    "pillar": "P09",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "session_state",
      "session_backend"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F6_produce"
  },
  "reasoning_strategy": {
    "boundary": "Reasoning technique. NOT prompt_technique (generic prompt pattern) nor thinking_config (budget settings).",
    "core": false,
    "deprecated_by": null,
    "description": "Prompting technique for structured reasoning",
    "last_reviewed": "2026-04-14",
    "llm_function": "REASON",
    "max_bytes": 5120,
    "naming": "p03_rs_{{name}}.md",
    "pillar": "P03",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "prompt_template",
      "mental_model"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F4_reason"
  },
  "reasoning_trace": {
    "added_version": "10.0.0",
    "core": true,
    "deprecated_by": null,
    "description": "Structured chain-of-thought reasoning with confidence scores",
    "last_reviewed": "2026-04-14",
    "layer": "runtime",
    "llm_function": "REASON",
    "naming": "p03_rt_{{topic}}.md",
    "pillar": "P03",
    "sdk_module": "cex_sdk.reasoning.step",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "reasoning_strategy"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F4_reason"
  },
  "red_team_eval": {
    "boundary": "Security eval. NOT e2e_eval.",
    "core": false,
    "deprecated_by": null,
    "description": "Teste adversarial",
    "last_reviewed": "2026-04-14",
    "llm_function": "GOVERN",
    "max_bytes": 2048,
    "naming": "p07_redteam_{{target}}.md",
    "pillar": "P07",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "guardrail",
      "scoring_rubric"
    ],
    "requires_external_context": true,
    "requires_live_tools": false,
    "primary_8f": "F7_govern"
  },
  "referral_program": {
    "boundary": "Referral spec. NOT ab_test_config (experiment) nor content_monetization (pricing).",
    "core": false,
    "deprecated_by": null,
    "description": "Referral program design with viral coefficient and reward structure",
    "last_reviewed": "2026-04-14",
    "llm_function": "CONSTRAIN",
    "max_bytes": 4096,
    "naming": "p11_rp_{{name}}.yaml",
    "pillar": "P11",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "customer_segment",
      "knowledge_card"
    ],
    "requires_external_context": true,
    "requires_live_tools": false,
    "primary_8f": "F6_produce"
  },
  "regression_check": {
    "boundary": "Current vs previous. NOT benchmark.",
    "core": false,
    "deprecated_by": null,
    "description": "Comparacao contra baseline",
    "last_reviewed": "2026-04-14",
    "llm_function": "GOVERN",
    "max_bytes": 2048,
    "naming": "p07_regcheck_{{target}}.md",
    "pillar": "P07",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "quality_gate",
      "eval_metric"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F7_govern"
  },
  "renewal_workflow": {
    "boundary": "Renewal workflow. NOT churn_prevention_playbook (intervention) nor workflow (generic).",
    "core": false,
    "deprecated_by": null,
    "description": "Renewal workflow with stages, owners, automation, escalation, contract amendments",
    "last_reviewed": "2026-04-14",
    "llm_function": "PRODUCE",
    "max_bytes": 5120,
    "naming": "p12_rw_{{name}}.yaml",
    "pillar": "P12",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "churn_prevention_playbook",
      "expansion_play"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F8_collaborate"
  },
  "repo_map": {
    "boundary": "Repo context map. NOT component_map (system architecture) nor knowledge_index (search index).",
    "core": false,
    "deprecated_by": null,
    "description": "Codebase context extraction strategy",
    "last_reviewed": "2026-04-14",
    "llm_function": "INJECT",
    "max_bytes": 5120,
    "naming": "p01_rm_{{name}}.md",
    "pillar": "P01",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "knowledge_card",
      "context_doc"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F4_reason"
  },
  "reranker_config": {
    "boundary": "Reranker config. NOT retriever_config (first-stage retrieval) nor retriever (retrieval logic).",
    "core": false,
    "deprecated_by": null,
    "description": "Retrieval reranking model and strategy config",
    "last_reviewed": "2026-04-14",
    "llm_function": "INJECT",
    "max_bytes": 2048,
    "naming": "p01_rr_{{name}}.yaml",
    "pillar": "P01",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "retriever_config",
      "embedding_config"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F3_inject"
  },
  "research_pipeline": {
    "boundary": "Multi-source research pipeline STORM+CRAG+CRITIC. NOT retriever (local search) nor search_tool (simple web search).",
    "core": false,
    "deprecated_by": null,
    "description": "7-stage research engine: INTENT>PLAN>RETRIEVE>RESOLVE>SCORE>SYNTHESIZE>VERIFY",
    "last_reviewed": "2026-04-14",
    "llm_function": "PRODUCE",
    "max_bytes": 5120,
    "naming": "p04_rp_{{name}}.md",
    "pillar": "P04",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "search_tool",
      "document_loader",
      "knowledge_card"
    ],
    "requires_external_context": true,
    "requires_live_tools": false,
    "primary_8f": "F5_call"
  },
  "response_format": {
    "boundary": "Response format injected into the LLM prompt. NOT validation_schema P06 (post-generation contract enforced by the system).",
    "core": true,
    "deprecated_by": null,
    "description": "LLM response format (how the agent responds)",
    "last_reviewed": "2026-04-14",
    "llm_function": "CONSTRAIN",
    "max_bytes": 4096,
    "naming": "p05_rf_{{format}}.yaml",
    "pillar": "P05",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "formatter",
      "type_def"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F6_produce"
  },
  "retrieval_evaluator": {
    "boundary": "IR-specific retrieval quality evaluation suite. NOT eval_metric (single generic metric) nor benchmark (broad model evaluation) nor retriever_config (retrieval parameters).",
    "core": false,
    "deprecated_by": null,
    "description": "RAG-specific information retrieval evaluation metrics (MRR, NDCG, precision@k, recall@k)",
    "last_reviewed": "2026-04-23",
    "llm_function": "GOVERN",
    "max_bytes": 5120,
    "naming": "p07_re_{{name}}.md + .yaml",
    "pillar": "P07",
    "spec_version": "1.0.0",
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "eval_metric",
      "benchmark",
      "retriever_config"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F3_inject"
  },
  "retriever": {
    "boundary": "Search over embedding store or local index. NOT search_tool (external web search) nor document_loader (ingests files).",
    "core": true,
    "deprecated_by": null,
    "description": "Busca vetorial/keyword/hibrida sobre store local (RAG core)",
    "last_reviewed": "2026-04-14",
    "llm_function": "INJECT",
    "max_bytes": 2048,
    "naming": "p04_retr_{{store}}.md + .yaml",
    "pillar": "P04",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "retriever_config",
      "vector_store"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F3_inject"
  },
  "retriever_config": {
    "boundary": "Search parameters. NOT embedding_config.",
    "core": true,
    "deprecated_by": null,
    "description": "Retrieval configuration (top_k, hybrid, reranker)",
    "last_reviewed": "2026-04-14",
    "llm_function": "CONSTRAIN",
    "max_bytes": 2048,
    "naming": "p01_retr_cfg_{{store}}.md",
    "pillar": "P01",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "embedding_config",
      "vector_store"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F3_inject"
  },
  "retry_policy": {
    "boundary": "Retry backoff config. NOT circuit_breaker (open/closed state machine) nor rate_limit_config (inbound throttle). AWS SDK Retry / Polly.",
    "core": false,
    "deprecated_by": null,
    "description": "Backoff, jitter, and budget configuration for retrying failed operations -- separate from circuit breaker",
    "last_reviewed": "2026-04-17",
    "llm_function": "GOVERN",
    "max_bytes": 2048,
    "naming": "p09_rtp_{{name}}.md",
    "pillar": "P09",
    "spec_version": null,
    "status": "stable",
    "upstream_source": "AWS SDK Retry / Polly",
    "depends_on": [
      "env_config"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F8_collaborate"
  },
  "revision_loop_policy": {
    "boundary": "Max-N revision iterations before escalation. NOT retry_policy (transient failure) nor quality_gate (single check) nor regression_check (diff vs baseline).",
    "core": false,
    "deprecated_by": null,
    "description": "Policy governing max revision iterations and escalation priority",
    "last_reviewed": "2026-04-18",
    "llm_function": "GOVERN",
    "max_bytes": 2048,
    "naming": "p11_rlp_{{name}}.yaml",
    "pillar": "P11",
    "spec_version": "1.0.0",
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "quality_gate",
      "retry_policy",
      "regression_check",
      "bugloop",
      "pipeline_template"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F7_govern"
  },
  "reward_model": {
    "boundary": "Reward model config. NOT rl_algorithm (training algo) nor scoring_rubric (human eval rubric).",
    "core": false,
    "deprecated_by": null,
    "description": "Process/outcome reward model configuration",
    "last_reviewed": "2026-04-14",
    "llm_function": "GOVERN",
    "max_bytes": 5120,
    "naming": "p07_rwm_{{name}}.md",
    "pillar": "P07",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "scoring_rubric",
      "reward_signal"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F7_govern"
  },
  "reward_signal": {
    "boundary": "Score. NOT quality_gate.",
    "core": true,
    "deprecated_by": null,
    "description": "Continuous quality signal",
    "last_reviewed": "2026-04-14",
    "llm_function": "GOVERN",
    "max_bytes": 2048,
    "naming": "p11_reward_{{metric}}.md",
    "pillar": "P11",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "eval_metric"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F7_govern"
  },
  "rl_algorithm": {
    "boundary": "RL algorithm def. NOT training_method (broader training) nor reward_model (reward function).",
    "core": false,
    "deprecated_by": null,
    "description": "Reinforcement learning training algorithm definition",
    "last_reviewed": "2026-04-14",
    "llm_function": "BECOME",
    "max_bytes": 5120,
    "naming": "p02_rla_{{name}}.md",
    "pillar": "P02",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "reward_model",
      "training_method"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F7_govern"
  },
  "roi_calculator": {
    "boundary": "ROI calc. NOT cost_budget (ops) nor usage_report (actual).",
    "core": false,
    "deprecated_by": null,
    "description": "ROI calculator spec with inputs, formulas, TCO comparison for economic buyers",
    "last_reviewed": "2026-04-14",
    "llm_function": "GOVERN",
    "max_bytes": 4096,
    "naming": "p11_roi_{{name}}.yaml",
    "pillar": "P11",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "customer_segment",
      "eval_metric"
    ],
    "requires_external_context": true,
    "requires_live_tools": false,
    "primary_8f": "F6_produce"
  },
  "role_assignment": {
    "boundary": "Binds builder/sub-agent to crew role (CrewAI Agent class). NOT agent (P02, pure identity) nor skill (P04, atomic capability) nor handoff (P12, task transfer). Role binding without execution.",
    "core": false,
    "deprecated_by": null,
    "description": "CrewAI Agent-style binding: role -> agent + responsibilities + delegation + backstory",
    "last_reviewed": "2026-04-14",
    "llm_function": "CONSTRAIN",
    "max_bytes": 3072,
    "naming": "p02_ra_{{role}}.md",
    "pillar": "P02",
    "spec_version": "2026.04",
    "status": "stable",
    "upstream_source": "CrewAI Agent / AutoGen ConversableAgent / OpenAI Swarm Agent",
    "depends_on": [
      "agent_card",
      "capability_registry"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F2_become"
  },
  "router": {
    "boundary": "Task-to-agent_group routing. NOT dispatch_rule (P12, keyword>agent_group) nor fallback_chain (model>model).",
    "core": true,
    "deprecated_by": null,
    "description": "Routing rule (task > agent_group)",
    "last_reviewed": "2026-04-14",
    "llm_function": "REASON",
    "max_bytes": 1024,
    "naming": "p02_rt_{{scope}}.yaml",
    "pillar": "P02",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "model_provider",
      "fallback_chain"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F8_collaborate"
  },
  "runtime_rule": {
    "boundary": "Technical runtime rule (timeouts, retries). NOT lifecycle_rule (P11, lifecycle) nor law (P08, inviolable).",
    "core": false,
    "deprecated_by": null,
    "description": "Runtime rule (timeouts, retries, limits)",
    "last_reviewed": "2026-04-14",
    "llm_function": "GOVERN",
    "max_bytes": 3072,
    "naming": "p09_rr_{{rule}}.yaml",
    "pillar": "P09",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "env_config"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F1_constrain"
  },
  "runtime_state": {
    "boundary": "Variable mental state accumulated at runtime. NOT mental_model P02 (fixed agent identity, immutable) nor session_state (ephemeral, snapshot).",
    "core": true,
    "deprecated_by": null,
    "description": "Estado mental variavel por sessao (routing, decisoes em runtime)",
    "last_reviewed": "2026-04-14",
    "llm_function": "INJECT",
    "max_bytes": 3072,
    "naming": "p10_rs_{{agent}}.yaml",
    "pillar": "P10",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "session_state",
      "entity_memory"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F8_collaborate"
  },
  "safety_hazard_taxonomy": {
    "boundary": "Formal AI safety hazard classification taxonomy per MLCommons AILuminate v1.0. NOT content_filter (runtime filtering pipeline) nor guardrail (enforcement boundary). Provides taxonomy structure; enforcement is downstream.",
    "core": false,
    "deprecated_by": null,
    "description": "MLCommons AILuminate / Llama Guard hazard taxonomy -- 12 hazard-categories (violence/sexual/CBRN/...) + severity-level definitions + response-templates.",
    "last_reviewed": "2026-04-14",
    "llm_function": "CONSTRAIN",
    "max_bytes": 5120,
    "naming": "p11_sht_{{scope}}.md",
    "pillar": "P11",
    "spec_version": "AILuminate-1.0",
    "status": "stable",
    "upstream_source": "MLCommons AILuminate v1.0 (Dec 2024)",
    "depends_on": [
      "safety_policy",
      "knowledge_card"
    ],
    "requires_external_context": true,
    "requires_live_tools": false,
    "primary_8f": "F7_govern"
  },
  "safety_policy": {
    "boundary": "Safety governance rules. NOT threat_model (risk assessment) nor compliance_framework (regulatory mapping).",
    "core": false,
    "deprecated_by": null,
    "description": "Organizational AI safety governance rules",
    "last_reviewed": "2026-04-14",
    "llm_function": "CONSTRAIN",
    "max_bytes": 5120,
    "naming": "p11_sp_{{name}}.md",
    "pillar": "P11",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "guardrail",
      "constitutional_rule"
    ],
    "requires_external_context": true,
    "requires_live_tools": false,
    "primary_8f": "F1_constrain"
  },
  "saga": {
    "boundary": "Distributed transaction with compensation. NOT workflow (sequential steps) nor process_manager (event coordination). Saga pattern (Garcia-Molina 1987).",
    "core": false,
    "deprecated_by": null,
    "description": "Long-running distributed transaction composed of local steps with compensating actions for rollback",
    "last_reviewed": "2026-04-17",
    "llm_function": "COLLABORATE",
    "max_bytes": 4096,
    "naming": "p12_sag_{{name}}.md",
    "pillar": "P12",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "workflow",
      "dispatch_rule",
      "process_manager",
      "chain"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F8_collaborate"
  },
  "sales_playbook": {
    "boundary": "Sales playbook. NOT pitch_deck (deck) nor discovery_questions (subset).",
    "core": false,
    "deprecated_by": null,
    "description": "Sales playbook with personas, discovery flow, objection handling, close patterns",
    "last_reviewed": "2026-04-14",
    "llm_function": "PRODUCE",
    "max_bytes": 8192,
    "naming": "p03_sp_{{name}}.md",
    "pillar": "P03",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "customer_segment",
      "prompt_template"
    ],
    "requires_external_context": true,
    "requires_live_tools": false,
    "primary_8f": "F6_produce"
  },
  "sandbox_config": {
    "boundary": "Sandbox/isolation config. NOT env_config (environment vars) nor code_executor (execution logic).",
    "core": false,
    "deprecated_by": null,
    "description": "Isolated code execution environment config",
    "last_reviewed": "2026-04-18",
    "llm_function": "CONSTRAIN",
    "max_bytes": 2048,
    "naming": "p09_sb_{{name}}.yaml",
    "pillar": "P09",
    "spec_version": "1.0.1",
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "audit_log"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F1_constrain"
  },
  "sandbox_spec": {
    "boundary": "Sandbox spec. NOT playground_config (interactive) nor env_config (prod).",
    "core": false,
    "deprecated_by": null,
    "description": "Isolated sandbox environment spec for enterprise pilot procurement gates",
    "last_reviewed": "2026-04-14",
    "llm_function": "CONSTRAIN",
    "max_bytes": 4096,
    "naming": "p09_sb_{{name}}.yaml",
    "pillar": "P09",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "env_config"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F1_constrain"
  },
  "schedule": {
    "boundary": "WHEN to run. NOT dispatch_rule.",
    "core": false,
    "deprecated_by": null,
    "description": "Trigger temporal que inicia workflow",
    "last_reviewed": "2026-04-18",
    "llm_function": "GOVERN",
    "max_bytes": 1024,
    "naming": "p12_sched_{{name}}.md",
    "pillar": "P12",
    "spec_version": "1.0.1",
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "workflow"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F8_collaborate"
  },
  "scoring_rubric": {
    "boundary": "Evaluation criteria with framework. NOT benchmark (does not measure) nor quality_gate (P11, does not block).",
    "core": true,
    "deprecated_by": null,
    "description": "Evaluation criterion (5D, 12LP, custom)",
    "last_reviewed": "2026-04-14",
    "llm_function": "GOVERN",
    "max_bytes": 5120,
    "naming": "p07_sr_{{framework}}.md + .yaml",
    "pillar": "P07",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "quality_gate"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F7_govern"
  },
  "sdk_example": {
    "boundary": "SDK example. NOT api_reference (schema) nor integration_guide (narrative).",
    "core": false,
    "deprecated_by": null,
    "description": "SDK code example showing canonical integration patterns per language",
    "last_reviewed": "2026-04-14",
    "llm_function": "CALL",
    "max_bytes": 5120,
    "naming": "p04_sdk_{{name}}.md",
    "pillar": "P04",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "api_client",
      "function_def"
    ],
    "requires_external_context": true,
    "requires_live_tools": false,
    "primary_8f": "F6_produce"
  },
  "search_strategy": {
    "boundary": "Search/inference strategy. NOT reasoning_strategy (prompt technique) nor retriever (document retrieval).",
    "core": false,
    "deprecated_by": null,
    "description": "Inference-time compute allocation strategy",
    "last_reviewed": "2026-04-14",
    "llm_function": "CALL",
    "max_bytes": 4096,
    "naming": "p04_ss_{{name}}.md",
    "pillar": "P04",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "retriever_config"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F5_call"
  },
  "search_tool": {
    "boundary": "Searches and returns ranked results. NOT retriever (local vector store) nor document_loader (ingests files).",
    "core": true,
    "deprecated_by": null,
    "description": "Busca web, semantica ou hibrida (Tavily, Serper, Perplexity)",
    "last_reviewed": "2026-04-14",
    "llm_function": "CALL",
    "max_bytes": 2048,
    "naming": "p04_search_{{provider}}.md + .yaml",
    "pillar": "P04",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "retriever_config",
      "api_client"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F5_call"
  },
  "secret_config": {
    "boundary": "Credentials. NOT env_config.",
    "core": true,
    "deprecated_by": null,
    "description": "Secret management",
    "last_reviewed": "2026-04-14",
    "llm_function": "GOVERN",
    "max_bytes": 1024,
    "naming": "p09_secret_{{scope}}.md",
    "pillar": "P09",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F1_constrain"
  },
  "self_improvement_loop": {
    "boundary": "Self-improvement loop. NOT bugloop (bug-specific) nor learning_record (passive learning).",
    "core": false,
    "deprecated_by": null,
    "description": "Agent/system self-evolution mechanism",
    "last_reviewed": "2026-04-14",
    "llm_function": "GOVERN",
    "max_bytes": 5120,
    "naming": "p11_sil_{{name}}.md",
    "pillar": "P11",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "quality_gate",
      "reward_signal"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F7_govern"
  },
  "session_backend": {
    "added_version": "10.0.0",
    "core": false,
    "deprecated_by": null,
    "description": "Per-user session state persistence backend",
    "last_reviewed": "2026-04-14",
    "layer": "runtime",
    "llm_function": "INJECT",
    "naming": "p10_sb_{{backend}}.yaml",
    "pillar": "P10",
    "sdk_module": "cex_sdk.session.base",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "entity_memory",
      "env_config"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F5_call"
  },
  "session_state": {
    "boundary": "Ephemeral session state (snapshot). NOT runtime_state (persistent across sessions) nor learning_record (does not accumulate).",
    "core": false,
    "deprecated_by": null,
    "description": "Session state (ephemeral, snapshot)",
    "last_reviewed": "2026-04-18",
    "llm_function": "INJECT",
    "max_bytes": 3072,
    "naming": "p10_ss_{{session}}.yaml",
    "pillar": "P10",
    "spec_version": "1.0.1",
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "session_backend",
      "entity_memory"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F8_collaborate"
  },
  "signal": {
    "boundary": "Simple signal between agents (complete, error). NOT handoff (complete instruction) nor interface (P06, contract).",
    "core": true,
    "deprecated_by": null,
    "description": "Inter-agent signal (complete, error, progress)",
    "last_reviewed": "2026-04-14",
    "llm_function": "COLLABORATE",
    "max_bytes": 4096,
    "naming": "p12_sig_{{event}}.json",
    "pillar": "P12",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "workflow"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F8_collaborate"
  },
  "skill": {
    "boundary": "Phased reusable capability with trigger. NOT agent (P02, has identity) or workflow (P12, orchestration steps) or action_prompt (P03, single-turn).",
    "deprecated_by": null,
    "description": "Reusable capability with trigger + phases (AgentSkills.io / Semantic Kernel pattern)",
    "examples": [
      "p04_skill_git_commit",
      "p04_skill_web_search",
      "p04_skill_code_review"
    ],
    "last_reviewed": "2026-04-18",
    "layer": "",
    "llm_function": "BECOME",
    "naming": "p04_skill_{{name}}.md",
    "pillar": "P04",
    "schema_ref": "archetypes/builders/skill-builder/bld_schema_skill.md",
    "spec_version": "1.0.1",
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "function_def"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F5_call"
  },
  "slo_definition": {
    "boundary": "Measurable SLO target. NOT enterprise_sla (contractual SLA) nor quality_gate (build-time artifact scoring).",
    "core": false,
    "deprecated_by": null,
    "description": "Measurable service level objective with target threshold and error budget for a system or agent",
    "last_reviewed": "2026-04-17",
    "llm_function": "GOVERN",
    "max_bytes": 3072,
    "naming": "p09_slo_{{name}}.md",
    "pillar": "P09",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "enterprise_sla",
      "quality_gate",
      "benchmark"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F8_collaborate"
  },
  "smoke_eval": {
    "boundary": "Quick sanity test in <30s. NOT unit_eval (deep) nor benchmark (continuous metrics).",
    "core": false,
    "deprecated_by": null,
    "description": "Quick sanity test (< 30s)",
    "last_reviewed": "2026-04-14",
    "llm_function": "GOVERN",
    "max_bytes": 3072,
    "naming": "p07_se_{{scope}}.md",
    "pillar": "P07",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "quality_gate"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F7_govern"
  },
  "social_publisher": {
    "boundary": "Auto-posting pipeline for social networks. NOT notifier (one-off alerts) nor schedule (generic scheduling).",
    "core": false,
    "deprecated_by": null,
    "description": "Automatic publishing agent: LOAD>FETCH>SELECT>GENERATE>OPTIMIZE>HASHTAGS>PUBLISH>LOG>NOTIFY>ROTATE",
    "last_reviewed": "2026-04-14",
    "llm_function": "PRODUCE",
    "max_bytes": 5120,
    "naming": "p04_sp_{{name}}.md",
    "pillar": "P04",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "api_client",
      "prompt_template"
    ],
    "requires_external_context": true,
    "requires_live_tools": false,
    "primary_8f": "F6_produce"
  },
  "software_project": {
    "boundary": "Complete project. NOT component_map (P08, partial view) nor agent_package (P02, agent package).",
    "core": false,
    "deprecated_by": null,
    "description": "Complete software project definition — architecture, dependencies, build, deployment, repo structure",
    "last_reviewed": "2026-04-14",
    "llm_function": "BECOME",
    "max_bytes": 8192,
    "naming": "p02_software_project_{{slug}}.md + .yaml",
    "pillar": "P02",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "agent_card",
      "context_doc"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F8_collaborate"
  },
  "spawn_config": {
    "boundary": "Agent_groups spawn configuration. NOT boot_config (P02, per-provider) nor env_config (P09, variables).",
    "core": true,
    "deprecated_by": null,
    "description": "Spawn configuration (solo, grid, continuous)",
    "last_reviewed": "2026-04-14",
    "llm_function": "GOVERN",
    "max_bytes": 3072,
    "naming": "p12_spawn_{{mode}}.yaml",
    "pillar": "P12",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "agent",
      "env_config"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F1_constrain"
  },
  "sso_config": {
    "boundary": "SSO spec. NOT rbac_policy (authorization) nor secret_config (credentials).",
    "core": false,
    "deprecated_by": null,
    "description": "SSO/SAML/OIDC identity provider integration configuration",
    "last_reviewed": "2026-04-14",
    "llm_function": "CONSTRAIN",
    "max_bytes": 3072,
    "naming": "p09_sso_{{name}}.yaml",
    "pillar": "P09",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "oauth_app_config",
      "secret_config"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F1_constrain"
  },
  "state_machine": {
    "boundary": "Formal FSM. NOT workflow (DAG of steps) nor process_manager (event coordinator). UML statechart / XState.",
    "core": false,
    "deprecated_by": null,
    "description": "Formal finite state machine with states, transitions, guards, and actions governing entity lifecycle",
    "last_reviewed": "2026-04-17",
    "llm_function": "COLLABORATE",
    "max_bytes": 4096,
    "naming": "p12_sm_{{name}}.md",
    "pillar": "P12",
    "spec_version": null,
    "status": "stable",
    "upstream_source": "UML 2.5 / XState 5.0",
    "depends_on": [
      "workflow",
      "dispatch_rule"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F8_collaborate"
  },
  "streaming_config": {
    "boundary": "Transport-level streaming config. NOT a response_format (output structure) nor a rate_limit_config (throughput). This controls HOW output is delivered.",
    "core": false,
    "deprecated_by": null,
    "description": "SSE, WebSocket, and chunked response streaming configuration for real-time LLM output",
    "last_reviewed": "2026-04-14",
    "llm_function": "PRODUCE",
    "max_bytes": 2048,
    "naming": "p05_sc_{{name}}.yaml",
    "pillar": "P05",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "transport_config"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F1_constrain"
  },
  "stt_provider": {
    "boundary": "STT provider integration. NOT voice_pipeline (full arch) nor vad_config (detection settings).",
    "core": false,
    "deprecated_by": null,
    "description": "Speech-to-text provider integration",
    "last_reviewed": "2026-04-14",
    "llm_function": "CALL",
    "max_bytes": 4096,
    "naming": "p04_stt_{{name}}.md",
    "pillar": "P04",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "api_client"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F6_produce"
  },
  "subscription_tier": {
    "boundary": "Pricing tier. NOT content_monetization (strategy) nor pricing_page (UI).",
    "core": false,
    "deprecated_by": null,
    "description": "SaaS subscription tier definition with pricing and feature matrix",
    "last_reviewed": "2026-04-14",
    "llm_function": "CONSTRAIN",
    "max_bytes": 3072,
    "naming": "p11_st_{{name}}.yaml",
    "pillar": "P11",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "customer_segment"
    ],
    "requires_external_context": true,
    "requires_live_tools": false,
    "primary_8f": "F1_constrain"
  },
  "supabase_data_layer": {
    "boundary": "Supabase data layer. NOT db_connector (generic connection) nor api_client (REST client).",
    "core": false,
    "deprecated_by": null,
    "description": "Supabase-specific data layer — tables, RLS policies, edge functions, storage buckets, auth rules",
    "last_reviewed": "2026-04-14",
    "llm_function": "CALL",
    "max_bytes": 8192,
    "naming": "p04_supabase_data_layer_{{slug}}.md + .yaml",
    "pillar": "P04",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "db_connector",
      "env_config"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F5_call"
  },
  "supervisor": {
    "boundary": "",
    "core": false,
    "deprecated_by": null,
    "description": "Crew orchestrator that composes and coordinates multiple builders",
    "last_reviewed": "2026-04-14",
    "llm_function": "",
    "max_bytes": 2048,
    "naming": "ex_director_{topic}.md",
    "pillar": "P08",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "agent",
      "agent_card"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F8_collaborate"
  },
  "synthetic_data_config": {
    "boundary": "Synthetic training data generation pipeline. NOT dataset_card (data documentation and metadata) nor eval_dataset (evaluation data specification) nor finetune_config (training job parameters).",
    "core": false,
    "deprecated_by": null,
    "description": "Synthetic training data generation pipeline configuration",
    "last_reviewed": "2026-04-23",
    "llm_function": "CONSTRAIN",
    "max_bytes": 4096,
    "naming": "p01_sdc_{{name}}.md + .yaml",
    "pillar": "P01",
    "spec_version": "1.0.0",
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "dataset_card",
      "eval_dataset"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F6_produce"
  },
  "system_prompt": {
    "boundary": "Identity + rules + format. Read FIRST by the LLM.",
    "core": true,
    "deprecated_by": null,
    "description": "System prompt that defines agent identity and rules",
    "last_reviewed": "2026-04-14",
    "llm_function": "BECOME",
    "max_bytes": 4096,
    "naming": "p03_sp_{{agent}}.md",
    "pillar": "P03",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "boot_config"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F2_become"
  },
  "tagline": {
    "builder": "tagline-builder",
    "deprecated_by": null,
    "description": "Short memorable phrase capturing brand essence — taglines, slogans, headlines",
    "domain": "marketing",
    "last_reviewed": "2026-04-14",
    "naming": "p03_tl_{{topic}}.md",
    "pillar": "P03",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "prompt_template"
    ],
    "requires_external_context": true,
    "requires_live_tools": false,
    "primary_8f": "F6_produce"
  },
  "team_charter": {
    "boundary": "Governance contract only. NOT a handoff (N07 authors those), NOT a crew_template (reusable), NOT a dispatch_rule (routing logic).",
    "core": false,
    "description": "Mission contract for a specific crew instance. Bridges GDP decisions (WHAT) to autonomous crew execution (HOW). Fields: charter_id, crew_template_ref, mission_statement, deliverables, success_metrics, budget, deadline, stakeholders, quality_gate, escalation_protocol, termination_criteria.",
    "llm_function": "COLLABORATE",
    "max_bytes": 4096,
    "naming": "p12_tc_{{mission}}_v{{n}}.md",
    "pillar": "P12",
    "depends_on": [
      "crew_template",
      "role_assignment"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F8_collaborate"
  },
  "terminal_backend": {
    "boundary": "Execution environment abstraction (local/docker/ssh/daytona/modal/singularity). NOT sandbox_config (security isolation).",
    "core": false,
    "deprecated_by": null,
    "description": "Abstract execution backend selectable at runtime",
    "last_reviewed": "2026-04-18",
    "llm_function": "CALL",
    "max_bytes": 3072,
    "naming": "p09_tb_{{backend}}.yaml",
    "pillar": "P09",
    "spec_version": "1.0.0",
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "secret_config",
      "sandbox_config",
      "env_config",
      "deployment_manifest",
      "runtime_rule",
      "hibernation_policy"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F5_call"
  },
  "thinking_config": {
    "boundary": "Thinking budget config. NOT reasoning_strategy (technique) nor context_window_config (token limits).",
    "core": false,
    "deprecated_by": null,
    "description": "Extended thinking and budget token settings",
    "last_reviewed": "2026-04-14",
    "llm_function": "CONSTRAIN",
    "max_bytes": 2048,
    "naming": "p09_thk_{{name}}.yaml",
    "pillar": "P09",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "env_config"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F1_constrain"
  },
  "threat_model": {
    "boundary": "Threat/risk assessment. NOT safety_policy (governance rules) nor guardrail (runtime filter).",
    "core": false,
    "deprecated_by": null,
    "description": "Structured hazard/risk assessment for AI systems",
    "last_reviewed": "2026-04-14",
    "llm_function": "GOVERN",
    "max_bytes": 5120,
    "naming": "p11_tm_{{name}}.md",
    "pillar": "P11",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "safety_policy",
      "knowledge_card"
    ],
    "requires_external_context": true,
    "requires_live_tools": false,
    "primary_8f": "F4_reason"
  },
  "tokenizer_config": {
    "boundary": "Tokenization vocabulary and encoding rules. NOT embedding_config (vector representation parameters) nor model_provider (which model to call) nor context_window_config (token budget limits).",
    "core": false,
    "deprecated_by": null,
    "description": "BPE, sentencepiece, or tiktoken tokenizer parameters and vocabulary configuration",
    "last_reviewed": "2026-04-23",
    "llm_function": "CONSTRAIN",
    "max_bytes": 4096,
    "naming": "p09_tc_{{name}}.md + .yaml",
    "pillar": "P09",
    "spec_version": "1.0.0",
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "embedding_config",
      "model_provider"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F1_constrain"
  },
  "toolkit": {
    "added_version": "10.0.0",
    "core": true,
    "deprecated_by": null,
    "description": "Collection of callable tools with auto JSON Schema",
    "last_reviewed": "2026-04-14",
    "layer": "runtime",
    "llm_function": "CALL",
    "naming": "p04_tk_{{name}}.md + .yaml",
    "pillar": "P04",
    "sdk_module": "cex_sdk.tools.toolkit",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "function_def"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F5_call"
  },
  "trace_config": {
    "added_version": "10.0.0",
    "core": false,
    "deprecated_by": null,
    "description": "Trace/span configuration for 8F pipeline observability",
    "last_reviewed": "2026-04-14",
    "layer": "runtime",
    "llm_function": "GOVERN",
    "naming": "p07_tc_{{scope}}.yaml",
    "pillar": "P07",
    "sdk_module": "cex_sdk.tracing.exporter",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "env_config"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F8_collaborate"
  },
  "training_method": {
    "boundary": "Training technique. NOT rl_algorithm (RL-specific) nor finetune_config (runtime fine-tune settings).",
    "core": false,
    "deprecated_by": null,
    "description": "Model training/adaptation technique definition",
    "last_reviewed": "2026-04-14",
    "llm_function": "BECOME",
    "max_bytes": 5120,
    "naming": "p02_trm_{{name}}.md",
    "pillar": "P02",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "eval_dataset",
      "scoring_rubric"
    ],
    "requires_external_context": true,
    "requires_live_tools": false,
    "primary_8f": "F6_produce"
  },
  "trajectory_eval": {
    "boundary": "Trajectory evaluation. NOT benchmark (static eval) nor e2e_eval (end-to-end test).",
    "core": false,
    "deprecated_by": null,
    "description": "Agent trajectory evaluation methodology",
    "last_reviewed": "2026-04-14",
    "llm_function": "GOVERN",
    "max_bytes": 5120,
    "naming": "p07_te_{{name}}.md",
    "pillar": "P07",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "eval_dataset",
      "scoring_rubric"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F7_govern"
  },
  "transport_config": {
    "boundary": "Transport layer config. NOT realtime_session (session lifecycle) nor streaming_config (LLM streaming).",
    "core": false,
    "deprecated_by": null,
    "description": "Network transport layer for realtime communication",
    "last_reviewed": "2026-04-14",
    "llm_function": "CONSTRAIN",
    "max_bytes": 2048,
    "naming": "p09_tc_{{name}}.yaml",
    "pillar": "P09",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "env_config"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F1_constrain"
  },
  "tts_provider": {
    "boundary": "TTS provider integration. NOT voice_pipeline (full arch) nor prosody_config (voice personality).",
    "core": false,
    "deprecated_by": null,
    "description": "Text-to-speech provider integration",
    "last_reviewed": "2026-04-14",
    "llm_function": "CALL",
    "max_bytes": 4096,
    "naming": "p04_tts_{{name}}.md",
    "pillar": "P04",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "api_client"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F6_produce"
  },
  "type_def": {
    "boundary": "Custom type definition in the system. NOT input_schema (input contract) nor interface (bilateral contract).",
    "core": true,
    "deprecated_by": null,
    "description": "Custom type definition",
    "last_reviewed": "2026-04-14",
    "llm_function": "GOVERN",
    "max_bytes": 3072,
    "naming": "p06_td_{{type}}.yaml",
    "pillar": "P06",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F1_constrain"
  },
  "unit_eval": {
    "boundary": "Unit test of individual agent or prompt. NOT smoke_eval (quick, no depth) nor e2e_eval (complete pipeline).",
    "core": true,
    "deprecated_by": null,
    "description": "Agent/prompt unit test",
    "last_reviewed": "2026-04-14",
    "llm_function": "GOVERN",
    "max_bytes": 4096,
    "naming": "p07_ue_{{target}}.md + .yaml",
    "pillar": "P07",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "scoring_rubric"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F7_govern"
  },
  "usage_quota": {
    "boundary": "Quota spec. NOT rate_limit_config (RPM) nor cost_budget (dollars).",
    "core": false,
    "deprecated_by": null,
    "description": "Usage quota and fair-use enforcement configuration",
    "last_reviewed": "2026-04-14",
    "llm_function": "CONSTRAIN",
    "max_bytes": 3072,
    "naming": "p09_uq_{{name}}.yaml",
    "pillar": "P09",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "rate_limit_config",
      "env_config"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F1_constrain"
  },
  "usage_report": {
    "boundary": "Usage analytics spec. NOT cost_budget (limits) nor trace_config (telemetry).",
    "core": false,
    "deprecated_by": null,
    "description": "Usage analytics report spec for billing and CFO dashboards",
    "last_reviewed": "2026-04-14",
    "llm_function": "GOVERN",
    "max_bytes": 3072,
    "naming": "p07_ur_{{name}}.yaml",
    "pillar": "P07",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "eval_metric",
      "knowledge_card"
    ],
    "requires_external_context": true,
    "requires_live_tools": false,
    "primary_8f": "F7_govern"
  },
  "user_journey": {
    "boundary": "Journey map. NOT workflow (system) nor onboarding_flow (activation sub-journey).",
    "core": false,
    "deprecated_by": null,
    "description": "End-to-end user journey map from awareness to conversion",
    "last_reviewed": "2026-04-14",
    "llm_function": "PRODUCE",
    "max_bytes": 5120,
    "naming": "p05_uj_{{name}}.md",
    "pillar": "P05",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "customer_segment",
      "knowledge_card"
    ],
    "requires_external_context": true,
    "requires_live_tools": false,
    "primary_8f": "F4_reason"
  },
  "user_model": {
    "boundary": "Cross-session dialectic user representation (Honcho-pattern). NOT entity_memory (any entity) nor session_state (single session).",
    "core": true,
    "deprecated_by": null,
    "description": "Cross-session dialectic model of the user -- preferences, working style, context",
    "last_reviewed": "2026-04-18",
    "llm_function": "INJECT",
    "max_bytes": 4096,
    "naming": "p10_um_{{peer_id}}.md",
    "pillar": "P10",
    "spec_version": "1.0.0",
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "entity_memory",
      "session_state",
      "memory_architecture",
      "agent_profile",
      "episodic_memory"
    ],
    "requires_external_context": true,
    "requires_live_tools": false,
    "primary_8f": "F2_become"
  },
  "vad_config": {
    "boundary": "VAD settings only. NOT voice_pipeline (full arch) nor stt_provider (transcription).",
    "core": false,
    "deprecated_by": null,
    "description": "Voice activity detection settings",
    "last_reviewed": "2026-04-14",
    "llm_function": "CONSTRAIN",
    "max_bytes": 2048,
    "naming": "p09_vad_{{name}}.yaml",
    "pillar": "P09",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "env_config"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F1_constrain"
  },
  "validation_schema": {
    "boundary": "Formal contract enforced by the SYSTEM after generation. NOT response_format P05 (injected into prompt, LLM sees it).",
    "core": false,
    "deprecated_by": null,
    "description": "Post-generation validation contract (system applies, LLM does not see)",
    "last_reviewed": "2026-04-14",
    "llm_function": "GOVERN",
    "max_bytes": 3072,
    "naming": "p06_vs_{{scope}}.yaml",
    "pillar": "P06",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F1_constrain"
  },
  "validator": {
    "boundary": "Technical pass/fail validation rule. NOT quality_gate (P11, numeric score) nor scoring_rubric (P07, criteria).",
    "core": true,
    "deprecated_by": null,
    "description": "Validation rule (pre-commit, quality gate)",
    "last_reviewed": "2026-04-14",
    "llm_function": "GOVERN",
    "max_bytes": 3072,
    "naming": "p06_val_{{rule}}.yaml",
    "pillar": "P06",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "validation_schema",
      "quality_gate"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F7_govern"
  },
  "value_object": {
    "boundary": "Immutable value type. NOT type_def (generic type) nor enum_def (enumeration). Evans Value Object.",
    "core": false,
    "deprecated_by": null,
    "description": "Immutable typed value without identity, defined entirely by its attributes and equality",
    "last_reviewed": "2026-04-17",
    "llm_function": "CONSTRAIN",
    "max_bytes": 2048,
    "naming": "p06_vo_{{name}}.md",
    "pillar": "P06",
    "spec_version": null,
    "status": "stable",
    "upstream_source": "Evans DDD 2003",
    "depends_on": [
      "aggregate_root",
      "enum_def",
      "type_def",
      "input_schema"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F4_reason"
  },
  "vc_credential": {
    "boundary": "VC 2.0 JSON-LD with data-integrity proof. NOT vc-jose-cose (JWT encoding), DID document, or Verifiable Presentation.",
    "core": false,
    "deprecated_by": null,
    "description": "W3C Verifiable Credential 2.0 for AI agent identity, provenance attestation, and cross-domain trust",
    "last_reviewed": "2026-04-14",
    "llm_function": "CONSTRAIN",
    "max_bytes": 4096,
    "naming": "p10_vc_{{name}}.md",
    "pillar": "P10",
    "spec_version": "2.0",
    "status": "stable",
    "upstream_source": "https://www.w3.org/TR/vc-data-model-2.0/",
    "depends_on": [
      "knowledge_card"
    ],
    "requires_external_context": true,
    "requires_live_tools": false,
    "primary_8f": "F8_collaborate"
  },
  "vector_store": {
    "added_version": "10.0.0",
    "core": true,
    "deprecated_by": null,
    "description": "Vector database backend for similarity search",
    "last_reviewed": "2026-04-14",
    "layer": "runtime",
    "llm_function": "INJECT",
    "naming": "p01_vdb_{{backend}}.yaml",
    "pillar": "P01",
    "sdk_module": "cex_sdk.vectordb",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "embedding_config"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F3_inject"
  },
  "vision_tool": {
    "boundary": "Processes visual input and returns structured data. NOT browser_tool (DOM interaction) nor computer_use (screen control).",
    "core": false,
    "deprecated_by": null,
    "description": "Image analysis, OCR, screenshot interpretation",
    "last_reviewed": "2026-04-14",
    "llm_function": "CALL",
    "max_bytes": 2048,
    "naming": "p04_vision_{{capability}}.md + .yaml",
    "pillar": "P04",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "api_client"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F5_call"
  },
  "visual_workflow": {
    "boundary": "Visual workflow editor. NOT workflow (code-defined) nor dag (directed acyclic graph).",
    "core": false,
    "deprecated_by": null,
    "description": "GUI-based workflow editor configuration",
    "last_reviewed": "2026-04-14",
    "llm_function": "PRODUCE",
    "max_bytes": 5120,
    "naming": "p12_vw_{{name}}.md",
    "pillar": "P12",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "workflow",
      "diagram"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F6_produce"
  },
  "voice_pipeline": {
    "boundary": "Voice pipeline architecture. NOT tts_provider (single provider) nor stt_provider (single provider).",
    "core": false,
    "deprecated_by": null,
    "description": "End-to-end voice agent architecture definition",
    "last_reviewed": "2026-04-14",
    "llm_function": "CALL",
    "max_bytes": 5120,
    "naming": "p04_vp_{{name}}.md",
    "pillar": "P04",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "stt_provider",
      "tts_provider",
      "vad_config"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F5_call"
  },
  "webhook": {
    "boundary": "Receives or sends events via HTTP. NOT api_client (request-response) nor notifier (message delivery).",
    "core": false,
    "deprecated_by": null,
    "description": "Endpoint HTTP event-driven inbound/outbound",
    "last_reviewed": "2026-04-14",
    "llm_function": "CALL",
    "max_bytes": 1024,
    "naming": "p04_webhook_{{event}}.md + .json",
    "pillar": "P04",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "api_client",
      "env_config"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F5_call"
  },
  "webinar_script": {
    "boundary": "Webinar script. NOT pitch_deck (visual deck) nor sales_playbook (1:1 selling).",
    "core": false,
    "deprecated_by": null,
    "description": "Webinar script with intro/agenda/segments/Q&A/CTA + speaker notes + slide cues",
    "last_reviewed": "2026-04-14",
    "llm_function": "PRODUCE",
    "max_bytes": 6144,
    "naming": "p03_ws_{{name}}.md",
    "pillar": "P03",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "prompt_template",
      "knowledge_card"
    ],
    "requires_external_context": true,
    "requires_live_tools": false,
    "primary_8f": "F6_produce"
  },
  "white_label_config": {
    "boundary": "White-label spec. NOT brand_config (identity) nor env_config (runtime).",
    "core": false,
    "deprecated_by": null,
    "description": "White-label/reseller configuration for branded deployments",
    "last_reviewed": "2026-04-14",
    "llm_function": "CONSTRAIN",
    "max_bytes": 4096,
    "naming": "p09_wl_{{name}}.yaml",
    "pillar": "P09",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "env_config"
    ],
    "requires_external_context": true,
    "requires_live_tools": false,
    "primary_8f": "F1_constrain"
  },
  "workflow": {
    "boundary": "Flow of agents+tools sequential/parallel. NOT chain (P03, prompt sequence) nor dag (dependency graph without execution).",
    "core": true,
    "deprecated_by": null,
    "description": "Workflow (sequential/parallel steps)",
    "last_reviewed": "2026-04-14",
    "llm_function": "PRODUCE",
    "max_bytes": 3072,
    "naming": "p12_wf_{{name}}.md + .yaml",
    "pillar": "P12",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "dispatch_rule",
      "schedule",
      "crew_template"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F8_collaborate"
  },
  "workflow_node": {
    "boundary": "Workflow node type. NOT workflow (full workflow) nor visual_workflow (GUI editor config).",
    "core": false,
    "deprecated_by": null,
    "description": "Typed node in visual/programmatic workflow",
    "last_reviewed": "2026-04-14",
    "llm_function": "PRODUCE",
    "max_bytes": 4096,
    "naming": "p12_wn_{{name}}.md",
    "pillar": "P12",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "workflow"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F8_collaborate"
  },
  "workflow_primitive": {
    "added_version": "10.0.0",
    "core": true,
    "deprecated_by": null,
    "description": "Workflow execution primitive (Step, Parallel, Loop, Condition, Router)",
    "last_reviewed": "2026-04-14",
    "layer": "runtime",
    "llm_function": "PRODUCE",
    "naming": "p12_wp_{{primitive}}.yaml",
    "pillar": "P12",
    "sdk_module": "cex_sdk.workflow",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "router"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F8_collaborate"
  },
  "workflow_run_crate": {
    "boundary": "Execution provenance packaging. NOT workflow definition (workflow, P12), raw dataset (dataset_card, P01), or agent identity (vc_credential, P10).",
    "core": false,
    "deprecated_by": null,
    "description": "RO-Crate 1.2 Workflow Run Crate: scientific workflow execution provenance with CreateAction, ORCID attribution, and FAIR metadata",
    "last_reviewed": "2026-04-14",
    "llm_function": "PRODUCE",
    "max_bytes": 5120,
    "naming": "p10_wrc_{{name}}.md",
    "pillar": "P10",
    "spec_version": "1.2",
    "status": "stable",
    "upstream_source": "https://www.researchobject.org/ro-crate/specification/1.2/",
    "depends_on": [
      "workflow",
      "knowledge_card"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F8_collaborate"
  },
  "working_memory": {
    "boundary": "Task-scoped short-term memory. NOT session_state (session persistence) nor entity_memory (long-term entity store). Cognitive: working memory.",
    "core": false,
    "deprecated_by": null,
    "description": "Short-term context store for a single active task, cleared after task completion",
    "last_reviewed": "2026-04-17",
    "llm_function": "INJECT",
    "max_bytes": 3072,
    "naming": "p10_wm_{{task}}.md",
    "pillar": "P10",
    "spec_version": null,
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "entity_memory"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F3_inject"
  },
  "curation_nudge": {
    "boundary": "Proactive memory-persistence reminder. NOT guardrail (blocks action) nor quality_gate (pass/fail). Nudges ASK.",
    "core": false,
    "deprecated_by": null,
    "description": "Periodic prompt to persist knowledge to durable memory",
    "last_reviewed": "2026-04-18",
    "llm_function": "GOVERN",
    "max_bytes": 2048,
    "naming": "p11_cn_{{trigger}}.yaml",
    "pillar": "P11",
    "spec_version": "1.0.0",
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "guardrail",
      "quality_gate",
      "notifier",
      "memory_summary",
      "entity_memory",
      "user_model",
      "prompt_template"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F6_produce"
  },
  "hibernation_policy": {
    "boundary": "Idle-state cost guard for serverless backends. NOT cost_budget (spend caps) nor rate_limit_config (throughput).",
    "core": false,
    "deprecated_by": null,
    "description": "Policy for hibernating idle serverless workloads to save cost",
    "last_reviewed": "2026-04-18",
    "llm_function": "GOVERN",
    "max_bytes": 2048,
    "naming": "p09_hp_{{backend}}.yaml",
    "pillar": "P09",
    "spec_version": "1.0.0",
    "status": "stable",
    "upstream_source": null,
    "depends_on": [
      "cost_budget",
      "rate_limit_config",
      "terminal_backend",
      "runtime_rule",
      "secret_config"
    ],
    "requires_external_context": false,
    "requires_live_tools": false,
    "primary_8f": "F1_constrain"
  }
}