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feat: phase 4 — benchmarks, HPC, llms.txt, wiki-currency CI#3

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Jammy2211 merged 2 commits into
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feature/afa-phase-4-benchmarks-parity
Jul 10, 2026
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feat: phase 4 — benchmarks, HPC, llms.txt, wiki-currency CI#3
Jammy2211 merged 2 commits into
mainfrom
feature/afa-phase-4-benchmarks-parity

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Phase 4 of #1, stacked on the phases-1–3 PR (#2) — retarget to main after #2 merges.

What's in it

  • Benchmarks: the harness re-ported (deferred from Phase 1 with human approval) + three inference cards — teacher-basic-workflow (gaussian_x1; the cheap drift probe), assistant-medium-wrap-likelihood (self-contained inline user code; measures the chi²→lnL conversion, validation discipline, and the noise-normalisation conversation), assistant-hard-sne-cosmology (autonomous Pantheon+ fit + evidence-based wCDM comparison; README-mirrored; rewards the correct negative result). Card↔README parity, rubric-total (=100) and dataset-existence tests adapted and green.
  • HPC: hpc/sync CLI + conf examples, CPU/GPU SLURM array templates (generic naming, thread pinning, --use_cpu wiring), and an autofit hpc/template.py preserving the batch-interface contract; wiki/core/operations/hpc.md updated and re-stamped.
  • llms.txt front door (chat bootstrap + read order, domain-adaptation pitch).
  • wiki-currency CI ported: five legs (version / symbols / idioms / provenance / citations), pull_request + workflow_dispatch + workflow_call; PyAutoBuild release wiring files as its own follow-up prompt.

Gates

  • Tests: 52/52 pass (benchmark tests restored and green).
  • Symbol audit 0 misses · 77 citation paths resolve · idiom lint clean · provenance --strict 0/0.
  • Heart newborn checklist: leg 1 (symbol audit) ✅ · leg 2 (link sweep) ✅ — one intentional per-clone profile.md reference only · leg 3 (wiki-currency) validated locally leg-by-leg; the workflow itself runs on this PR · leg 4 (chat-surface smoke) is post-publish and human-side (modes/maintainer.md).

🤖 Generated with Claude Code

Phase 4 of #1 (final construction phase). Benchmarks: the harness re-ported
(deferred from Phase 1 with human approval) + three inference prompt cards —
teacher-basic-workflow (gaussian_x1 drift probe), assistant-medium-wrap-
likelihood (chi-squared/positional-vector conventions, self-contained inline
code), assistant-hard-sne-cosmology (autonomous Pantheon+ fit + evidence-based
wCDM comparison; README-mirrored) — with the card/README parity, rubric-total
and dataset-existence tests adapted and green (52/52 suite).

HPC: sync CLI + conf examples, CPU/GPU SLURM array batch templates
(generically named), and an autofit hpc/template.py preserving the
parse_fit_args/--use_cpu/--number_of_cores interface the templates depend on;
wiki operations/hpc.md updated + re-stamped.

llms.txt front door (chat bootstrap, read order, domain-adaptation pitch) and
the wiki-currency workflow ported (stack cut to autoconf+autofit; five legs:
version/symbols/idioms/provenance/citations; workflow_call ready for
PyAutoBuild release wiring, which files as its own follow-up).

All legs green: 52/52 tests, audit 0 misses, 77 citations resolve, idioms
clean, provenance --strict clean.

Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
The wiki-currency CI run on PR #3 correctly failed its version-drift leg:
the baseline pinned the local source stack (2026.7.6.649) while PyPI's
latest release is 2026.7.9.1 (the armed nightly). The CI report showed no
API-surface hash drift and every content leg green against the newer
release, so this is the honest re-pin the af_audit_skill_apis workflow
prescribes: baseline rewritten against the released wheel in a clean venv
(ambient PYTHONPATH cleared — it had silently aliased the local source),
version.txt bumped, page pinned_commits moved to the 2026.7.9.1 tag
commits (content stamps remain valid — they hash the body, and the audit
re-validated it against the release).

Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
@Jammy2211
Jammy2211 changed the base branch from feature/afa-phase-3-domain-adaptation to main July 10, 2026 16:00
@Jammy2211
Jammy2211 merged commit df4a34b into main Jul 10, 2026
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@Jammy2211
Jammy2211 deleted the feature/afa-phase-4-benchmarks-parity branch July 10, 2026 16:00
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