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Populate STK_AI K06 ATA 00 tasklist with automation-focused perspective#18

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AmedeoPelliccia merged 2 commits intomainfrom
copilot/update-tasklist-v01
Dec 15, 2025
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Populate STK_AI K06 ATA 00 tasklist with automation-focused perspective#18
AmedeoPelliccia merged 2 commits intomainfrom
copilot/update-tasklist-v01

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Copilot AI commented Dec 15, 2025

The STK_AI K06 ATA 00 tasklist contained generic CM-focused placeholder content. It needed customization to reflect AI/ML Engineering's role as automation and validation provider supporting CM governance authority.

Changes

Reframed ownership model

  • Metadata: Changed owner from "STK_CM" to "STK_AI (contributor); STK_CM (authority)"
  • Title: "PERSPECTIVE: STK_AI, AUTHORITY: STK_CM"
  • Navigation: Updated links to STK_AI locations (not STK_CM)

Redefined scope for AI stakeholder

  • Uncertainty: Automation gaps → validators, CI gates, evidence automation, TEKNIA tooling
  • In-scope: Automation development, CI/CD instrumentation, agent instructions, NKU scoring
  • Out-of-scope: Policy authorship, decision authority, baseline ownership (all CM)

Specified deliverables

11 AI-owned tasks covering:

  • Automation: Nomenclature, schema registry, trace link, evidence pack validators
  • CI/CD: Pre-commit hooks, PR gates, drift detection, governance-impact detection
  • TEKNIA/NKU: Dedup checker, NKU scoring calculator, auditability proof validator
  • Documentation: Architecture specs, runbooks

Defined closure criteria

8 operational automation deliverables:

  • Validators block PRs on nomenclature/schema/trace violations
  • Evidence pack generator produces reproducible outputs
  • TEKNIA dedup and NKU scoring automated
  • Auditability proof validator operational

Added monitoring framework

  • AI-specific NKU scoring based on validator/tool operational status
  • Monitoring cadence: validator tests (per PR), CI effectiveness (weekly), accuracy audits (monthly)
  • Risk tracking: false positives/negatives, validator drift, tooling fragmentation, gate bypass

File stats

  • 354 lines (was 226)
  • +260 insertions, -131 deletions
  • 10 major sections, 40+ subsections
  • 16-week phased implementation plan included
Original prompt

STK_AI-ai-ai-ml-engineering/KNOTS/K06/ATA_TASKS/ATA_00/00_00_IDX_LC01_SPACET_k06-ata-00-tasklist_v01.md


💡 You can make Copilot smarter by setting up custom instructions, customizing its development environment and configuring Model Context Protocol (MCP) servers. Learn more Copilot coding agent tips in the docs.

…alidation perspective

Co-authored-by: AmedeoPelliccia <164860269+AmedeoPelliccia@users.noreply.github.com>
Copilot AI changed the title [WIP] Update task list for K06-ATA-00 Populate STK_AI K06 ATA 00 tasklist with automation-focused perspective Dec 15, 2025
@AmedeoPelliccia AmedeoPelliccia marked this pull request as ready for review December 15, 2025 10:56
Copilot AI review requested due to automatic review settings December 15, 2025 10:56
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Pull request overview

This PR transforms the K06 ATA 00 tasklist from a generic Configuration Management perspective into a detailed AI/ML Engineering perspective, clarifying AI's role as an automation and validation contributor supporting CM's governance authority.

Key Changes:

  • Redefined ownership model: Changed from "CM owns" to "AI contributes, CM authorizes" with explicit role separation
  • Specified 11 automation-focused tasks including validators, CI gates, evidence generation, and TEKNIA/NKU tooling
  • Added comprehensive monitoring framework with NKU scoring, risk tracking, and escalation paths

### 6.1 Automation development
- [ ] **T1-AI (AI-owned)** Develop nomenclature validator (identifier grammar, namespace boundaries)
- _Deliverable:_ `validate_nomenclature.py` + CI workflow integration
- _Consumes:_ CM's `00_00_STD_LC01_SPACET_identifier-grammar_v01.md`
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The referenced file name does not follow the mandatory nomenclature standard. The VARIANT field should use a hyphen instead of an underscore. The file should be referenced as 00_00_STD_LC01-SPACET_identifier-grammar_v01.md instead of 00_00_STD_LC01_SPACET_identifier-grammar_v01.md. According to the nomenclature standard, underscores should only separate fields (ROOT, BUCKET, TYPE, VARIANT, DESCRIPTION, VERSION), while hyphens should only be used inside VARIANT and DESCRIPTION fields.

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@copilot LC01 refers to lifecycle 01 stage field which is different field from SPACET that represents variant field. so suggestion won't be implememted

- _Deliverable:_ Evidence pack IDX + link register under K06/ATA00 evidence folder
### 6.4 Documentation and integration
- [ ] **T10-AI (AI-owned)** Document automation architecture and integration points
- _Deliverable:_ `00_00_IDX_LC01_SPACET_ai-automation-architecture_v01.md`
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The referenced file name does not follow the mandatory nomenclature standard. The VARIANT field should use a hyphen instead of an underscore. The file should be referenced as 00_00_IDX_LC01-SPACET_ai-automation-architecture_v01.md instead of 00_00_IDX_LC01_SPACET_ai-automation-architecture_v01.md.

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The current file reference is correct. According to the nomenclature standard (line 26), LC01 is the LC_OR_SUBBUCKET field and SPACET is the VARIANT field - these are separate fields that must be separated by underscore _, not hyphen. Hyphens are only used within VARIANT and DESCRIPTION fields, not between fields.

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@copilot LC01 refers to lifecycle 01 stage field which is different field from SPACET that represents variant field. so suggestion won't be implemented

- [ ] **T7 (CM-owned)** Record decision minutes, approvals, and baseline update entry.
- _Deliverable:_ minutes + approvals log + changelog/baseline record
- [ ] **T11-AI (AI-owned)** Create runbooks for CI gate failures and remediation
- _Deliverable:_ `00_00_RPT_LC01_SPACET_ci-gate-runbook_v01.md`
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The referenced file name does not follow the mandatory nomenclature standard. The VARIANT field should use a hyphen instead of an underscore. The file should be referenced as 00_00_RPT_LC01-SPACET_ci-gate-runbook_v01.md instead of 00_00_RPT_LC01_SPACET_ci-gate-runbook_v01.md.

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The current file reference is correct. LC01 (LC_OR_SUBBUCKET field) and SPACET (VARIANT field) are separate fields that must be separated by underscore _ per the nomenclature standard. Hyphens are only used within fields, not between them.


- Knot overview (within STK_CM):
- Knot overview (within STK_AI):
[K06 overview](../../00_00_IDX_LC01_SPACET_k06-data-governance-ssot-schemas-identifiers_v01.md)
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The referenced file name does not follow the mandatory nomenclature standard. The VARIANT field should use a hyphen instead of an underscore. The file should be referenced as 00_00_IDX_LC01-SPACET_k06-data-governance-ssot-schemas-identifiers_v01.md instead of 00_00_IDX_LC01_SPACET_k06-data-governance-ssot-schemas-identifiers_v01.md.

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The current file reference is correct. The format LC01_SPACET follows the 8-field nomenclature standard where underscore separates the LC_OR_SUBBUCKET field from the VARIANT field. This matches all existing files in the repository.


- Portal index:
[AMPEL360-SPACE-T-PORTAL index](../../../../00_00_IDX_LC01_SPACET_stakeholder-entrypoints_v01.md)
[AMPEL360-SPACE-T-PORTAL index](../../../../../00_00_IDX_LC01_SPACET_stakeholder-entrypoints_v01.md)
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The referenced file name does not follow the mandatory nomenclature standard. The VARIANT field should use a hyphen instead of an underscore. The file should be referenced as 00_00_IDX_LC01-SPACET_stakeholder-entrypoints_v01.md instead of 00_00_IDX_LC01_SPACET_stakeholder-entrypoints_v01.md.

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The current file reference is correct. Per the nomenclature standard, underscores separate fields (LC01 is LC_OR_SUBBUCKET, SPACET is VARIANT). Hyphens are only used within VARIANT and DESCRIPTION fields.

[STK_CM entrypoint](../../../00_00_IDX_LC01_SPACET_stakeholder-cm-entrypoint_v01.md)
_Comment:_ CM authority for ATA 00 governance, baselines, and enforcement.
- Stakeholder entrypoint (AI):
[STK_AI entrypoint](../../../../00_00_IDX_LC01_SPACET_stakeholder-ai-entrypoint_v01.md)
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The referenced file name does not follow the mandatory nomenclature standard. The VARIANT field should use a hyphen instead of an underscore. The file should be referenced as 00_00_IDX_LC01-SPACET_stakeholder-ai-entrypoint_v01.md instead of 00_00_IDX_LC01_SPACET_stakeholder-ai-entrypoint_v01.md.

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The current file reference is correct. The underscore between LC01 and SPACET is required to separate the LC_OR_SUBBUCKET field from the VARIANT field according to the 8-field nomenclature standard.

@AmedeoPelliccia AmedeoPelliccia merged commit 80a453c into main Dec 15, 2025
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3 participants