#Fry — History

#Core Context

• Owns pipeline validation across crawling, analysis, and publication.
• Uses test coverage to keep workflow changes honest.

#Learnings

• 2026-06-07T21:42:28.011+00:00: Podcaster handoff QA passed local mock dry-run and full tests without exposing secrets; Actions has Podcaster endpoint/key configured by presence only, but the current workflow has no safe live Podcaster dry-run path because dry-run/candidate-only skip podcaster-handoff and normal/force-replace can mutate production content.
• 2026-06-07T21:42:28.011+00:00: Issue #302 handoff readiness landed in PR #314: the podcaster-handoff job now declares needs: [analyze, generate, deploy] so it waits for the Pages deploy, the payload carries publish run ID (--publish-run-id) and publish mode (--publish-mode), and the job runs with continue-on-error: true so Podcaster errors no longer fail the weekly workflow. Remaining note: the handoff is still an in-workflow job rather than a separate post-success workflow.
• 2026-06-05T15:36:19.379+00:00: The weekly crawl pipeline needs a terminal data-only no-AI analysis fallback after Copilot and GitHub Models fail, because model-access errors such as no_access are real reliability bugs, not transient deploy noise.
• The PaperMod theme in this repo needs Hugo v0.146.0+, so build validation must use a sufficiently new Hugo binary.
• End-to-end checks matter more than isolated unit confidence when artifacts move across crawl, analyze, and publish stages.
• Raw crawl output can be publishable with curation, but trend filters still need skepticism about exploit noise and weak momentum data.
• 2026-06-01: Issue #217 came from the analysis stage: Copilot retries could fail the tightened gate with generic week-title output or missing files, so the prompt now injects concrete week/year values, the workflow falls back to GitHub Models after Copilot gate failures, and scripts/analyze_fallback.py now works when invoked exactly as CI runs it.
• 2026-06-01: Issue #220 came from the generate stage: generate_content.py emits an absolute page_path, but the publish-branch commit step treated it as content/weekly/..., so the restore cp doubled the path and failed. The crawl workflow also had no failure-issue job, so generate/deploy failures were silent unless someone checked Actions manually.

#Round 2026-06-01T12:19

#Issue #217: Quality Gates

• PR #218 opened with all tests passing
• Fallback mechanism now includes GitHub Models support
• Copilot prompt validation hardened

#Round 2026-06-01T12:41

#PR #218 Merged

• Review comment resolved: removed outer quotes from YAML title hint
• Added regression test
• 542 tests passing
• Commit 9d15b18
• Merged (squash)
• Issue #217 closed

#Round 2026-06-01T15:40

#Issue #38: Anticipatory Tests

• Branch squad/38-hindsight-tests pushed
• Generated comprehensive test suite for hindsight validation
• Covers prediction registration, scorecard generation, metrics output
• Ready for integration with Farnsworth implementation

#Round 1 (2026-06-05)

• Triaged issues #232, #230, #188
• PR #235: quality-gate fallback hardening (Copilot → GitHub Models path)
• Decision: data-only fallback when all AI sources fail
• Reusable skill: notify-failure job for pipeline failure visibility
• Outcomes: #232 has PR ready, #230 closed as stale, #188 rerouted to Leela

#PR #236 QA (2026-06-05)

• Config-driven RSS expansion should be verified at the stage boundary: crawler output shape, correlation input resolution, press-context fallback, and rebuild hydration all need coverage.
• Bounded in-process RSS fan-out is acceptable for the current five-source enrichment set when full tests and a live smoke confirm stable artifact production.

#Round 2 (2026-06-05)

• QA review of PR #236 RSS enrichment feature complete
• 554 unit tests passed
• Live 5-source RSS smoke test: 54 articles, 5 sources, no feed errors
• QA verdict: approve (no follow-up QA work required)
• Formal approval blocked by GitHub own-PR rules (self-authored by Fry PR author)
• Posted QA rationale to PR #236
• Awaiting security review (Hermes) and lead approval (Leela) before merge

#PR #235 Copilot review follow-up (2026-06-05)

• Copilot fallback warnings should describe the observed pipeline state, not just retry exhaustion: the same branch can mean 0 Copilot attempts because the CLI is unavailable or failed attempts that never yielded a publishable summary.

#PR #235 Copilot review resolution (2026-06-05)

• Resolved Copilot review thread PRRT_kwDOSgq4hM6HaPhr
• Updated fallback warning: "No publishable Copilot summary was produced; falling back to GitHub Models API."
• Added pipeline test assertion to prevent regression
• 9 tests passing
• commit 7409b05 pushed; thread resolved

#Crawler reliability analysis (2026-06-05)

• Multi-source RSS is not yet the crawl bottleneck; GitHub API crawl still dominates wall time, while five external RSS sources completed in about one second after dependency setup.
• Next reliability iteration should keep GitHub crawl/cache as one core job and matrix only optional external news sources, merging per-source artifacts before analysis for isolation, retry granularity, and reproducible handoff.

#Crawler reliability architecture assessment (2026-06-05T16:26:00Z)

• Reviewed old (26753498571) vs. new (27026348186) crawl jobs; GitHub repo crawl is the actual bottleneck (~4m47s–5m58s).
• In-process model is operationally simple/fast but offers poor per-source failure isolation; retry requires full crawl rerun.
• Recommendation: hybrid staged topology — keep GitHub crawl monolithic; add matrix for external RSS with fail-fast: false, per-source artifacts, and deterministic merge before analysis.
• Acceptance criteria: shared crawl context (week, since, until, source config), per-source artifacts (success or error JSON), merge job on if: always(), explicit optional-source degradation, backward-compatible rebuild mode.
• Tests to add: merge helper validation (schema, dedupe, sorting, error handling), per-source failure handling, fallback paths, reproducibility gates, citation preservation.
• Metrics: per-source (name, host, duration, article counts, errors) and aggregate (source_count, failed_source_count, total articles, artifact size).
• Decision recorded in .squad/decisions.md.

#Issue #238 notify triage (2026-06-05)

• Run 27026348186 completed crawl, analyze, generate, and deploy successfully; only notify failed.
• Root cause: gh release create week-2026-W23 is not idempotent when the weekly release tag already exists, so rerunning/publishing the same week produced HTTP 422 Release.tag_name already exists.
• QA fix: make notify update an existing weekly release with gh release edit instead of failing, while preserving release creation for new weeks.

#Matrix + map/reduce PRD QA input (2026-06-05T18:15:23Z)

• Matrix crawl should be gated by deterministic shared run context, per-leg artifacts, fan-in checksums, optional-vs-required failure policy, and explicit rate-limit budgets; GitHub search fan-out is riskier than RSS fan-out because search quota is already the tight limit.
• Map/reduce analysis is promising for context reduction only if mapper outputs are schema-validated, reducer output preserves citations and contradictions, and the final markdown still passes the existing analysis gate with current fallback paths retained.

#Analysis decomposition QA recommendation (2026-06-05T20:57:09Z)

• Signal-type hierarchical map/reduce is the lowest-risk analysis decomposition MVP because it matches current raw payload boundaries, is fixture-testable, and can run sidecar-first without overwriting the existing Copilot -> GitHub Models -> no-AI publish path.
• Map/reduce must not become publishable until mapper/reducer schemas, citation bindings, rejected-claim/contradiction sidecars, final analysis_gate.py compliance, fallback preservation, and A/B quality metrics pass.

#Issue #257 overwrite-protection test groundwork (2026-06-05T21:16:49Z)

• Added deterministic no-network regression coverage around publish eligibility manifests and promotion guard behavior.
• Good canonical weekly summary/content must remain unchanged when candidates are failed, degraded, no-AI, stale, missing-manifest, or malformed-manifest.
• Safe rerun promotion is copy-stable and must not append or duplicate article body content; ineligible candidates should remain in staging with promotion diagnostics for debugging.

#Issue #291: Copilot Pricing Validation (2026-06-06)

• Validated centralized pricing implementation in scripts/model_pricing.py for correctness and consistency.
• Workflow safety review: .github/workflows/copilot-pricing-review.yml safe for production.
• Full test suite passed (554 tests); no breaking changes detected.

• Pricing validation will support future cost-aware pipeline decisions and analysis budget optimization.

  #Issue #287 — Analysis Gate Preflight Hardening (2026-06-06T21:23:50.664Z)

• ✅ APPROVED: Bender's evidence inventory and gate failure classification implementation

• ✅ Validated: Evidence schema, citation link integrity, gate failure handling across all cases

• ✅ No regressions: pytest full pass (673 passed, 2 subtests)

• PR #288 validated and approved; ready for Coordinator merge workflow

• Orchestration log recorded at .squad/orchestration-log/20260606T212350Z-fry.md

#Podcaster handoff QA validation (2026-06-07T21:42:28.011+00:00)

• Validated SquadScope-side Podcaster handoff locally without reading or printing PODCASTER_API_KEY; local shell did not expose Podcaster endpoint/key, while Actions has both PODCASTER_ENDPOINT variable and PODCASTER_API_KEY secret configured by presence check only.
• Commands: TMPDIR=$PWD/.copilot/local-tmp python3 -m pytest tests/test_podcaster_handoff.py tests/test_pipeline.py -q passed 20 tests; TMPDIR=$PWD/.copilot/local-tmp python3 -m pytest -q passed 702 tests plus 2 subtests.
• Mock dry-run exercised scripts/podcaster_handoff.py --podcaster-dry-run against a localhost HTTP server with a placeholder key: response accepted, auth header present, stdout did not disclose the key, and payload included week, article_url, article_sha256, source_artifacts, and dry_run: true.
• Workflow audit: .github/workflows/crawl-and-publish.yml only runs podcaster-handoff for non-dry-run/non-candidate-only runs, so gh workflow run crawl-and-publish.yml -f run_mode=dry-run is safe for the article pipeline but cannot validate the real Podcaster secret/endpoint handoff.
• QA blocker for first live Podcaster dry-run: the configured secret is Actions-only and there is no dedicated non-publishing Podcaster dry-run workflow/job. Do not dispatch a normal run solely to test Podcaster because it can publish or replace production content.
• Issue #302 acceptance gaps resolved in PR #314: the handoff job now declares needs: [analyze, generate, deploy] so it waits for deploy, passes publish run ID and publish mode in the payload, and runs with continue-on-error: true so a Podcaster failure cannot fail the weekly workflow. Remaining design note: it is still an in-workflow job rather than a separate post-success workflow.