Monad-Ultron — Build Milestone Tracker Monad is built in ~120 small, testable milestones. One PR per milestone.
Phase 1 — Foundation (✅ complete)
#
Name
Status
Where
001
Project skeleton
✅
(repo root)
002
Python foundation
✅
pyproject.toml, requirements.txt
003
Configuration system
✅
monad/config/manager.py
004
Logging system
✅
monad/core/logger.py
005
CLI framework
✅
monad/ui/cli.py
006
Application Manager
✅
monad/core/application.py
007
Resource Manager
✅
monad/core/resource_manager.py
008
Plugin framework
✅
monad/plugins/manager.py
009
DI container
✅
monad/core/container.py
010
Environment validator
✅
monad/core/environment.py
Phase 2 — Single-model chat (✅ complete)
#
Name
Status
Where
011
Model Management Framework
✅
monad/models/
012
Single Model Loader
✅
monad/models/loader.py
013
Single-Model Chat Engine
✅
monad/chat/
014
Routing Framework
✅
monad/router/
015
Inference Provider Framework
✅
monad/inference/
016
Prompt & Context Management
✅
monad/prompts/
Phase 3 — Multi-model orchestration
#
Name
Status
017a Self-Improvement Framework (Levels 1+2+3)✅ Complete
017 Multi-model orchestration (5 strategies + confidence scorer)✅ Complete
017b llama.cpp perf upgrades (speculative decoding, KV quant, flash attn)✅ Complete
017c Cognitive Architecture — 82 canonical organs (from user spec)✅ Complete
017d MonadMCPServer (monad_recall, monad_organ_analyze, monad_self_model_query)✅ Complete
017e ModelRouter with real IDs (Mistral Small 3, DeepSeek R1, Claude Haiku/Opus)✅ Complete
017f Cognition → Orchestrator wiring (monad ask --cognition)✅ Complete
026 Real memory layer (SQLite + ChromaDB with fallback + RRF hybrid retrieval)✅ Complete
036 Filesystem tool (sandboxed to workspace/)✅ Complete
037 Python sandbox tool (subprocess + timeout + isolated env)✅ Complete
038 Terminal tool (allowlisted commands only)✅ Complete
039 HTTP tool (SSRF-protected, size-capped)✅ Complete
056 Real PolicyGate (allow/deny/prompt modes + SQLite audit log)✅ Complete
059 FastAPI server + HTML dashboard (11 endpoints, self-contained UI)✅ Complete
070 Real Scheduler (thread-based, heap-priority queue, periodic + one-shot)✅ Complete
018
Streaming output from orchestrator
⏳
019
Role-specific prompt templates
⏳
020
Adaptive strategy selection (learn from usage)
⏳
021
Multi-model chat CLI (monad chat --multi)
⏳
022
Model warm-up & preload
⏳
023
Response caching layer
⏳
024
Fallback / error handling improvements
⏳
025
Concurrent multi-model benchmarks
⏳
Phase 4 — Memory & retrieval
#
Name
Status
026
SQLite schema + migrations
🚧 stub memory/stubs.py
027
Conversation persistence
⏳
028
Episodic memory
⏳
029
ChromaDB setup
⏳
030
Embedding provider
⏳
031
Vector indexing
⏳
032
Retrieval engine
⏳
033
Memory CLI commands
⏳
034
Memory-augmented chat
⏳
035
Memory pruning / TTL
⏳
#
Name
Status
036
Tool ABC + registry
🚧 stub tools/stubs.py
037
Filesystem tool (read)
⏳
038
Filesystem tool (write)
⏳
039
Filesystem tool (delete)
⏳
040
Python execution sandbox
⏳
041
Terminal tool
⏳
042
Git tool
⏳
043
HTTP request tool
⏳
044
PDF reader tool
⏳
045
Browser automation tool
⏳
046
Tool invocation from LLM
⏳
047–055
Tool integrations (JCode, ZeroLang, etc.)
⏳
Phase 6 — Policy, scheduler, API
#
Name
Status
056
Policy gate implementation
🚧 stub
057
Approval UI (CLI)
⏳
058
Audit log
⏳
059
FastAPI server
🚧 stub
060
REST: /chat, /models, /health
⏳
061
WebSocket streaming
⏳
062
Web dashboard (basic)
⏳
063–070
Scheduler, background jobs
⏳
Phase 7 — Polish, docs, USB packaging
#
Name
Status
071
End-to-end tests
⏳
072
Performance profiling
⏳
073
Memory footprint audit
⏳
074
USB installer polish
🚧 partial
075
Portable Python bootstrap
🚧 partial
076
Auto-updater
⏳
077
Signed launcher
⏳
078–120
Docs, tutorials, release prep
⏳
Pick the lowest-numbered ⏳ item
Open an issue titled Build #NNN — <name>
Implement — one module or feature only
Add pytest tests under tests/
Update this tracker (⏳ → ✅)
PR with title Build #NNN — <name>