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feat(ml): slim keep-alive pipelines re-extract onto f1255c68 (#175) - #724

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timerloggedout-spec wants to merge 6 commits into
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feat/ml-pipelines-slim-20260921-1805

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@timerloggedout-spec

@timerloggedout-spec timerloggedout-spec commented Sep 22, 2026 •

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Intent

Re-extract the slim ml/pipelines/ keep-alive child after #713 conflicted against tip f1255c68.

What

  • ml/pipelines/ DAG + MoneyBall scorer + gate contract + unit tests
  • Fixture snapshot updated to tip f1255c68 and current WAIT/EXTRACT PRs
  • .agents/skills/ml-pipeline-ops/SKILL.md
  • docs/ops/ML-PIPELINES.md

Not this PR

Promote rule

Dual-gate + clean mergeable on this extract. No HITL YOLO.

Supersedes #713 conflicted extract.
Refs: #175 #682
Agent-Identity: Grok (Administrator)

Summary by CodeRabbit

  • New Features

    • Added a command-line workflow for inspecting sessions, running pipeline stages, and viewing pull request lane classifications.
    • Added transparent scoring with promote, wait, hold, extract, and observe outcomes.
    • Added promotion safeguards requiring clean merge status and successful dual-gate checks.
  • Documentation

    • Added guidance covering ML pipeline operation, available commands, workflow stages, and promotion requirements.
    • Added session data for reviewing pipeline decisions and outcomes.
  • Tests

    • Added coverage for lane classification and promotion safeguards.

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ECC Tools / Security Evidence

Commit: e7e99f0b0f9eeeba8e224602344d6bd89a9e490d

Security evidence gate passed (success)

No security-sensitive scanner-evidence gap detected.

Mode: enforce

Scanned 18 changed file(s). No missing scanner-evidence signal was detected.

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ECC Tools / PR Risk Taxonomy

Commit: e7e99f0b0f9eeeba8e224602344d6bd89a9e490d

PR taxonomy review recommended (neutral)

Detected 3 PR taxonomy bucket(s): Harness Drift, CI/CD Recommendation, Agent Config Review.

Scanned 18 changed file(s).

Roadmap taxonomy buckets:

Harness Drift

Harness-facing changes can drift across Claude Code, Codex, OpenCode, and shared adapter surfaces.

Signals:

  • Harness config changes may ship without compatibility evidence
  • 1 harness-facing path(s) changed

Paths:

  • .agents/skills/ml-pipeline-ops/SKILL.md

CI/CD Recommendation

CI, dependency, coverage, and contract signals should be routed into follow-up checks or verification work.

Signals:

  • Regression coverage may lag behind the diff
  • CLI changes may ship without shell or end-to-end coverage
  • 0 CI or workflow path(s) changed

Paths:

  • ml/__init__.py
  • ml/pipelines/__init__.py
  • ml/pipelines/cli.py
  • ml/pipelines/contracts/__init__.py
  • ml/pipelines/contracts/gate.py
  • ml/pipelines/contracts/test_gate.py
  • ml/pipelines/fixtures/session_20260921.json
  • ml/pipelines/lib/__init__.py

Agent Config Review

Agent, command, skill, MCP, and local instruction changes should be reviewed as executable agent configuration.

Signals:

  • 1 agent-config path(s) changed

Paths:

  • .agents/skills/ml-pipeline-ops/SKILL.md

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Deployment failed for project termux-monorepo with the following error:

Resource is limited - try again in 24 hours (more than 100, code: "api-deployments-free-per-day").

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ECC Tools / Reference Set Readiness

Commit: e7e99f0b0f9eeeba8e224602344d6bd89a9e490d

Reference set readiness gaps detected (neutral)

Reference evidence present for 1/7 areas (14%) across 18 changed file(s).

This check is based on files changed in this PR. Repository-level readiness is still reported by /ecc-tools analyze comments and generated manifests.

Area Status Evidence / Next Step
Deep analyzer corpus Missing Add analyzer fixture, golden, benchmark, or reference-set files that can catch analyzer regressions.
RAG/evaluator comparison Missing Add retrieval or evaluator reference-set comparison fixtures with expected ranking behavior.
PR salvage/review corpus Missing Add stale-PR, review-thread, reopen-flow, or salvage reference cases for queue cleanup automation.
Discussion triage corpus Missing Add public discussion triage fixtures, golden cases, or reference sets for informational, answered, and no-response classifications.
Harness compatibility Present .agents/skills/ml-pipeline-ops/SKILL.md
Security evidence Missing Attach security evidence such as SBOMs, SARIF, audit reports, or AgentShield evidence packs.
CI failure-mode evidence Missing Add captured CI failure logs, dry-run fixtures, or troubleshooting docs for common workflow failure modes.

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Run ID: ab107400-6f3f-46cd-b88c-497113a11bcf

📥 Commits

Reviewing files that changed from the base of the PR and between 0153acc and f996cec.

📒 Files selected for processing (18)
  • .agents/skills/ml-pipeline-ops/SKILL.md
  • docs/ops/ML-PIPELINES.md
  • ml/__init__.py
  • ml/pipelines/README.md
  • ml/pipelines/__init__.py
  • ml/pipelines/cli.py
  • ml/pipelines/contracts/__init__.py
  • ml/pipelines/contracts/gate.py
  • ml/pipelines/contracts/test_gate.py
  • ml/pipelines/fixtures/session_20260921.json
  • ml/pipelines/lib/__init__.py
  • ml/pipelines/lib/engine.py
  • ml/pipelines/lib/errors.py
  • ml/pipelines/lib/io.py
  • ml/pipelines/lib/types.py
  • ml/pipelines/moneyball/__init__.py
  • ml/pipelines/moneyball/scorer.py
  • ml/pipelines/moneyball/test_scorer.py
📝 Walkthrough

Walkthrough

The PR adds a slim ML pipeline package with typed stage execution, pull-request lane scoring, dual-gate promotion checks, CLI commands, a session fixture, tests, and operational documentation.

Changes

ML pipeline keep-alive extract

Layer / File(s) Summary
Pipeline contracts and execution
ml/pipelines/lib/types.py, ml/pipelines/lib/errors.py, ml/pipelines/lib/io.py, ml/pipelines/lib/engine.py, ml/pipelines/lib/__init__.py
Defines lane and stage-status enums, immutable stage results, JSON loading, the GateBlocked exception, and sequential DAG execution with failure halting and result summaries.
Lane scoring and promotion gates
ml/pipelines/moneyball/scorer.py, ml/pipelines/moneyball/__init__.py, ml/pipelines/contracts/gate.py, ml/pipelines/contracts/test_gate.py, ml/pipelines/moneyball/test_scorer.py
Adds weighted pull-request scoring, ordered lane classification, promotion validation, and tests for extract, promote, and gate behavior.
CLI commands and session fixture
ml/pipelines/fixtures/session_20260921.json, ml/pipelines/cli.py
Adds a session fixture and status, lanes, and run commands. The pipeline runs seven stages and counts promotion attempts blocked by assert_promotable.
Package metadata and operating documentation
ml/__init__.py, ml/pipelines/__init__.py, .agents/skills/ml-pipeline-ops/SKILL.md, ml/pipelines/README.md, docs/ops/ML-PIPELINES.md
Adds package metadata and documents the extract scope, lifecycle, commands, fixture, referenced pull requests, and dual-gate promotion path.

Priority: ⬇️ Low

Estimated code review effort: 3 (Moderate) | ~25 minutes

Change: Feature

Sequence Diagram(s)

sequenceDiagram
  participant Operator
  participant PipelineCLI
  participant SessionFixture
  participant MoneyballScorer
  participant PromotionGate
  Operator->>PipelineCLI: run pipeline command
  PipelineCLI->>SessionFixture: load JSON snapshot
  SessionFixture-->>PipelineCLI: return pull-request records
  PipelineCLI->>MoneyballScorer: score and classify records
  MoneyballScorer-->>PipelineCLI: return lane assignments
  PipelineCLI->>PromotionGate: validate promote candidates
  PromotionGate-->>PipelineCLI: allow promotion or raise GateBlocked
  PipelineCLI-->>Operator: print pipeline summary
Loading

Merge Risk: 🟡 Moderate · up to e954e

Unstable pull requests can be reported as promotable even though deployment later blocks them, contradicting the required WAIT policy. Correct the lane classification and validate fixture JSON roots before merging.

🚥 Pre-merge checks | ✅ 4 | ❌ 1

❌ Failed checks (1 warning)

Check name Status Explanation Resolution
Docstring Coverage ⚠️ Warning Docstring coverage is 0.00% which is insufficient. The required threshold is 80.00%. Docstring coverage is scoped to functions touched by this diff. Analyzed 25 functions across 13 files. (4 skipped: … Write docstrings for the functions missing them to satisfy the coverage threshold.
✅ Passed checks (4 passed)
Check name Status Explanation
Description Check ✅ Passed Check skipped - CodeRabbit’s high-level summary is enabled.
Title check ✅ Passed The title clearly and concisely describes the main change: re-extracting the slim ML keep-alive pipelines onto commit f1255c6 for issue #175.
Linked Issues check ✅ Passed Check skipped because no linked issues were found for this pull request.
Out of Scope Changes check ✅ Passed Check skipped because no linked issues were found for this pull request.
Full details: Docstring Coverage

Explanation

Docstring coverage is 0.00% which is insufficient. The required threshold is 80.00%. Docstring coverage is scoped to functions touched by this diff. Analyzed 25 functions across 13 files. (4 skipped: 4 unsupported.)

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/ecc-tools audit

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ecc-tools Bot commented Sep 22, 2026

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ECC Tools / Hosted Promotion Readiness

Commit: e7e99f0b0f9eeeba8e224602344d6bd89a9e490d

Hosted promotion readiness passed (success)

No hosted promotion evidence gaps detected across 18 changed file(s); 0 corpus scenarios had matching evidence.

This check compares PR file changes against the evaluator/RAG promotion corpus in src/analyzers/fixtures/evaluator-rag-corpus.ts.
Hosted output scoring inspected 0 completed cached hosted job results.

No evaluator corpus scenarios matched this PR.

Check publication was denied or unavailable. An app owner must enable Checks: read and write, and the installation owner must approve the updated permission.

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ECC Tools / PR Config Audit

Commit: e7e99f0b0f9eeeba8e224602344d6bd89a9e490d

No changed-config issues detected (success)

Scanned 1 config file(s) present at this commit across 1 changed config path(s) and found no issues in the supported security rules.

Changed config files:

  • .agents/skills/ml-pipeline-ops/SKILL.md

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ECC Tools / PR Harness Audit

Commit: e7e99f0b0f9eeeba8e224602344d6bd89a9e490d

No harness issues detected (success)

Scanned 1 changed config file(s) and found no harness issues.

Changed config files:

  • .agents/skills/ml-pipeline-ops/SKILL.md

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github-actions Bot commented Sep 22, 2026 •

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PR Change Effectiveness Ledger

Measured head: f996cecc1cc00f4c971c895e1b935d06f5cff46b
Measured base: 0153acc2e0f400aca41cb5f45c910bbc065369fe
Merge base: 0153acc2e0f400aca41cb5f45c910bbc065369fe

Signal Value
commits in PR range 6
commits with no file delta 0
commits with file delta 6
no-op commit rate 0%
gross additions across commits 3439
gross deletions across commits 920
final additions vs base 372
final deletions vs base 0
final changed files 18
churn → retained final diff 8%
ahead / behind base 6 / 0

Interpretation: commit count is context, not quality. Empty commits are explicitly measured, not silently treated as productive work. Gross churn describes work performed across history; the final base→head diff describes what remains. Review/comment/check evidence must be evaluated separately and tied to this measured head SHA.

State: 🟢 EFFECTIVE_DIFF_PRESENT; No empty commits observed.

Generated: 2026-09-22T18:03:11Z

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context_key: pr-724-featml-pipelines-slim-20260921-1805
source_id: 5769796786
source_revision: 5769796786:2026-09-22T01:07:46Z
specialist_disposition: independent_implementation_specialist
@jules Auto-resolve (heyVern lane / GHA agent-review-auto-jules) — do not wait for a human ping.
New work-context pr-724-featml-pipelines-slim-20260921-1805 — create session if none exists, then prefer continue thereafter.
Bot feedback from qodo-code-review[bot] on PR #724 (branch feat/ml-pipelines-slim-20260921-1805).

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  1. Address open review disposition / threads (CodeRabbit, Devin, Copilot). Ignore pure analysis-chain dumps.
  2. Prefer minimal diffs; preserve Sentinel 0o600/0o700 if those files are touched.
  3. Push commits to branch feat/ml-pipelines-slim-20260921-1805. Do not retarget away from the PR base without cause.
  4. If conflicts with base exist, resolve them.
  5. CodeRabbit native AutoFix, fix-CI, and conflict actions are not inferred from this feedback. They require the separate trusted command-library dispatch, live SHA, and explicit branch-write confirmation.
  6. Skip pure nits by default. Always address issues affecting security or required gates with minimal, independently validated fixes.
  7. Non-empty diff required — empty commits are rejected.
    Monikers: docs/ops/AGENT-MONIKERS.md
    Agent: Grok (archW1z) orchestration · Profile: https://x.com/grok
    Signed-off-by: Grok (OPERATOR) session-auto-jules / context_key=pr-724-featml-pipelines-slim-20260921-1805

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Gitar is working

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Local extract validation (sandbox):

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ECC App activity — dual-gate merges; review skills/hooks before merge.

timerloggedout-spec added a commit that referenced this pull request Sep 22, 2026
… green WAIT unstable

Tip f1255c6. #724 hygiene+smoke SUCCESS, mergeable unstable → WAIT not YOLO.
#723/#714/#717 WAIT unstable. #725 OBSERVE SeekLog. Stay busy SSOT.
AVOID HITL YOLO YEET AUTOAPPROVE. Refs #175

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adaptive-wait 19:15 PDT

Dual-gate still SUCCESS (hygiene + portability gate + agentic termux smoke). mergeable_state remains unstable → WAIT, no YOLO promote.

Session pulse: ops/session-lane-matrix-20260921-1915.

Agent-Identity: Grok (Administrator)

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RECON 20:08 PDT: dual-gate still SUCCESS (hygiene + portability gate, agentic termux smoke). mergeable_state still unstable → WAIT. No promote this cycle.

Session pulse moved to #728 (supersedes #727 19:15 rewrite). #682 remains EXTRACT parent.

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ECC Tools / Security Evidence

Commit: f996cecc1cc00f4c971c895e1b935d06f5cff46b

Security evidence gate passed (success)

No security-sensitive scanner-evidence gap detected.

Mode: enforce

Scanned 18 changed file(s). No missing scanner-evidence signal was detected.

Check publication was denied or unavailable. An app owner must enable Checks: read and write, and the installation owner must approve the updated permission.

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ECC Tools / PR Risk Taxonomy

Commit: f996cecc1cc00f4c971c895e1b935d06f5cff46b

PR taxonomy review recommended (neutral)

Detected 3 PR taxonomy bucket(s): Harness Drift, CI/CD Recommendation, Agent Config Review.

Scanned 18 changed file(s).

Roadmap taxonomy buckets:

Harness Drift

Harness-facing changes can drift across Claude Code, Codex, OpenCode, and shared adapter surfaces.

Signals:

  • Harness config changes may ship without compatibility evidence
  • 1 harness-facing path(s) changed

Paths:

  • .agents/skills/ml-pipeline-ops/SKILL.md

CI/CD Recommendation

CI, dependency, coverage, and contract signals should be routed into follow-up checks or verification work.

Signals:

  • Regression coverage may lag behind the diff
  • CLI changes may ship without shell or end-to-end coverage
  • 0 CI or workflow path(s) changed

Paths:

  • ml/__init__.py
  • ml/pipelines/__init__.py
  • ml/pipelines/cli.py
  • ml/pipelines/contracts/__init__.py
  • ml/pipelines/contracts/gate.py
  • ml/pipelines/contracts/test_gate.py
  • ml/pipelines/fixtures/session_20260921.json
  • ml/pipelines/lib/__init__.py

Agent Config Review

Agent, command, skill, MCP, and local instruction changes should be reviewed as executable agent configuration.

Signals:

  • 1 agent-config path(s) changed

Paths:

  • .agents/skills/ml-pipeline-ops/SKILL.md

Check publication was denied or unavailable. An app owner must enable Checks: read and write, and the installation owner must approve the updated permission.

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ECC Tools / Reference Set Readiness

Commit: f996cecc1cc00f4c971c895e1b935d06f5cff46b

Reference set readiness gaps detected (neutral)

Reference evidence present for 1/7 areas (14%) across 18 changed file(s).

This check is based on files changed in this PR. Repository-level readiness is still reported by /ecc-tools analyze comments and generated manifests.

Area Status Evidence / Next Step
Deep analyzer corpus Missing Add analyzer fixture, golden, benchmark, or reference-set files that can catch analyzer regressions.
RAG/evaluator comparison Missing Add retrieval or evaluator reference-set comparison fixtures with expected ranking behavior.
PR salvage/review corpus Missing Add stale-PR, review-thread, reopen-flow, or salvage reference cases for queue cleanup automation.
Discussion triage corpus Missing Add public discussion triage fixtures, golden cases, or reference sets for informational, answered, and no-response classifications.
Harness compatibility Present .agents/skills/ml-pipeline-ops/SKILL.md
Security evidence Missing Attach security evidence such as SBOMs, SARIF, audit reports, or AgentShield evidence packs.
CI failure-mode evidence Missing Add captured CI failure logs, dry-run fixtures, or troubleshooting docs for common workflow failure modes.

Check publication was denied or unavailable. An app owner must enable Checks: read and write, and the installation owner must approve the updated permission.

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ECC Tools / Hosted Promotion Readiness

Commit: f996cecc1cc00f4c971c895e1b935d06f5cff46b

Hosted promotion readiness passed (success)

No hosted promotion evidence gaps detected across 18 changed file(s); 0 corpus scenarios had matching evidence.

This check compares PR file changes against the evaluator/RAG promotion corpus in src/analyzers/fixtures/evaluator-rag-corpus.ts.
Hosted output scoring inspected 0 completed cached hosted job results.

No evaluator corpus scenarios matched this PR.

Check publication was denied or unavailable. An app owner must enable Checks: read and write, and the installation owner must approve the updated permission.

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ECC Tools / PR Config Audit

Commit: f996cecc1cc00f4c971c895e1b935d06f5cff46b

No changed-config issues detected (success)

Scanned 1 config file(s) present at this commit across 1 changed config path(s) and found no issues in the supported security rules.

Changed config files:

  • .agents/skills/ml-pipeline-ops/SKILL.md

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ECC Tools / PR Harness Audit

Commit: f996cecc1cc00f4c971c895e1b935d06f5cff46b

No harness issues detected (success)

Scanned 1 changed config file(s) and found no harness issues.

Changed config files:

  • .agents/skills/ml-pipeline-ops/SKILL.md

Check publication was denied or unavailable. An app owner must enable Checks: read and write, and the installation owner must approve the updated permission.

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timerloggedout-spec commented Sep 22, 2026 •

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cycle_id: pr-724-f996cecc1cc0
head_sha: f996cec
cycle_started_at: 2026-09-22T18:02:57.000Z
state: provider_cooldown
ready: false
required_providers: coderabbit
enforce_provider_completion: false

Agent peer response gate

Provider state:

Pending:
coderabbit:provider_cooldown

Authorized interactive controls:

A provider-owned checkbox/button requires an authorized Operator Action Executor.
Do not copy control markup into a relay comment. After a permitted UI action, post:

<!-- operator-action-ack:v1 -->
cycle_id: pr-724-f996cecc1cc0
provider: <provider>
control_id: <provider-control-id>
action: <allowed-action>

The second-pass reviewer remains blocked until matching provider completion evidence is ingested for this SHA.
A checked [x] control means the provider UI action occurred; it is not a completed review.
A provider cooldown is also non-completing: wait for the stated retry window, then retrigger through the authorized provider path.
Pending provider evidence is advisory unless PEER_ENFORCE_PROVIDER_COMPLETION is deliberately set to true for branch protection.

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/ecc-tools audit

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@coderabbitai full review

cycle_id: pr-724-f996cecc1cc0
head_sha: f996cec
provider: coderabbit
action: trigger_review
request_actor: OPERATOR

Autonomous OPERATOR-token request for a current-SHA provider review. A command request is not review completion; await provider evidence.

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@timerloggedout-spec I will perform a full review for pull request #724 at head f996cecc1cc00f4c971c895e1b935d06f5cff46b.

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11:18 PDT operator note

update-branch against expected head f996cecc: no new commits on base. PR is already on live master 0153acc2.

Still EXTRACT / WAIT: mergeable_state=unstable (Vercel rate-limit non-gate). Dual-gate contract unchanged. No squash-merge this cycle.

Pulse SSOT: #744 @ 44626f77.

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SUPERSEDE: re-extracted onto live master d10a7a54 as #746 (feat/ml-pipelines-slim-20260922-1218). This PR's dual-gate was green; GitHub mergeable_state=unstable (Vercel non-gate) and the help-wanted refresh moved the tip. Do not squash-merge this branch. Close after #746 dual-gate is green.

Agent-Identity: Grok (Administrator)

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/ecc-tools audit

@timerloggedout-spec

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/ecc-tools audit

@timerloggedout-spec

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/ecc-tools audit

This branch was successfully deployed

4 active (outdated) deployments
Preview – mcp-hub — f992bd49 Deployed Sep 22, 2026 by vercel[bot]
Preview – help-wanted-dash — f992bd49 Deployed Sep 22, 2026 by vercel[bot]
Preview – help-wanted-oversight — e954e677 Deployed Sep 22, 2026 by vercel[bot]
Preview – termux-monorepo — e954e677 Deployed Sep 22, 2026 by vercel[bot]
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