kert b8b44e5b95 feat(llm): categorise manual sections by theme — stack llm stamp-themes, /search?theme=, themes on sources ...

llm.themes stamps the P35 vocabulary onto indexed chunks with one
normalised matrix product per batch against the theme cards (no model
calls): the top themes clearing --min-score land in cmetadata as
themes / theme_scores, with themes_vocab recording the vocabulary
version so a vocabulary bump re-stamps. Default scope is the CMS
manual sections (corpus, doctype manual); any collection/doctype/key
can be stamped. /search takes theme=<slug> (a Python-side match over
the comma-joined slugs, like year) and every source carries themes.

Also: the thread-local Store test compared against the executor's
worker cap (8) although the executor spawns threads lazily, so under
load it failed with 7; it now compares against the threads that ran.

2026-09-24 19:46:04 -04:00

..

_category_.json

add generated docs content: CLI, REST API, pipelines, DAG, package-lock

2026-03-12 20:03:30 -04:00

api-serve.md

feat(llm): categorise manual sections by theme — stack llm stamp-themes, /search?theme=, themes on sources

2026-09-24 19:46:04 -04:00

api.md

feat(llm): categorise manual sections by theme — stack llm stamp-themes, /search?theme=, themes on sources

2026-09-24 19:46:04 -04:00

bib-attach-iom.md

feat(notebooks,docs): code_families sections 5-7 — anchors, guidance, reaction; CLI docs (refs #688-#690)

2026-09-10 00:28:58 -04:00

bib-attach-oig.md

feat(notebooks,docs): code_families sections 5-7 — anchors, guidance, reaction; CLI docs (refs #688-#690)

2026-09-10 00:28:58 -04:00

bib-backfill-comments.md

feat(notebooks,docs): code_families sections 5-7 — anchors, guidance, reaction; CLI docs (refs #688-#690)

2026-09-10 00:28:58 -04:00

bib-cfr-jump.md

feat(notebooks,docs): code_families sections 5-7 — anchors, guidance, reaction; CLI docs (refs #688-#690)

2026-09-10 00:28:58 -04:00

bib-code-tags.md

fix(cli): code-tags --dry-run help text and capped_wide total label

2026-09-10 00:56:48 -04:00

bib-discover-pfs-rules.md

feat(notebooks,docs): code_families sections 5-7 — anchors, guidance, reaction; CLI docs (refs #688-#690)

2026-09-10 00:28:58 -04:00

bib-fetch-docket-comments.md

feat(notebooks,docs): code_families sections 5-7 — anchors, guidance, reaction; CLI docs (refs #688-#690)

2026-09-10 00:28:58 -04:00

bib-fetch-pfs-comments.md

feat(prisma): fetch tiers — every Unpaywall location, Semantic Scholar openAccessPdf, idconv PMCID resolution (refs #723)

2026-09-22 15:32:32 -04:00

bib-fr-grab.md

feat(notebooks,docs): code_families sections 5-7 — anchors, guidance, reaction; CLI docs (refs #688-#690)

2026-09-10 00:28:58 -04:00

bib-fr-jump.md

feat(notebooks,docs): code_families sections 5-7 — anchors, guidance, reaction; CLI docs (refs #688-#690)

2026-09-10 00:28:58 -04:00

bib-import-zotero.md

docs(cli): regenerate stack pfs cpt-ingest and stack bib import-zotero pages (F7)

2026-09-09 21:23:35 -04:00

bib-ingest-iom.md

feat(notebooks,docs): code_families sections 5-7 — anchors, guidance, reaction; CLI docs (refs #688-#690)

2026-09-10 00:28:58 -04:00

bib-ingest-mail.md

feat(notebooks,docs): code_families sections 5-7 — anchors, guidance, reaction; CLI docs (refs #688-#690)

2026-09-10 00:28:58 -04:00

bib-ingest-oig.md

feat(notebooks,docs): code_families sections 5-7 — anchors, guidance, reaction; CLI docs (refs #688-#690)

2026-09-10 00:28:58 -04:00

bib-query.md

add generated docs content: CLI, REST API, pipelines, DAG, package-lock

2026-03-12 20:03:30 -04:00

bib-refresh-iom.md

feat(notebooks,docs): code_families sections 5-7 — anchors, guidance, reaction; CLI docs (refs #688-#690)

2026-09-10 00:28:58 -04:00

bib-refresh-oig.md

feat(notebooks,docs): code_families sections 5-7 — anchors, guidance, reaction; CLI docs (refs #688-#690)

2026-09-10 00:28:58 -04:00

bib-sync-zotero.md

feat(notebooks,docs): code_families sections 5-7 — anchors, guidance, reaction; CLI docs (refs #688-#690)

2026-09-10 00:28:58 -04:00

bib-sync.md

add generated docs content: CLI, REST API, pipelines, DAG, package-lock

2026-03-12 20:03:30 -04:00

bib-tag.md

add generated docs content: CLI, REST API, pipelines, DAG, package-lock

2026-03-12 20:03:30 -04:00

bib-watch-iom.md

feat(notebooks,docs): code_families sections 5-7 — anchors, guidance, reaction; CLI docs (refs #688-#690)

2026-09-10 00:28:58 -04:00

bib.md

feat(notebooks,docs): code_families sections 5-7 — anchors, guidance, reaction; CLI docs (refs #688-#690)

2026-09-10 00:28:58 -04:00

bls-ces.md

feat(bls): OEWS occupation wages + CES health-care employment — bls.oews / bls.ces, stack bls oews|ces, notebook 7f (refs #695)

2026-09-22 16:25:46 -04:00

bls-oews.md

feat(bls): OEWS occupation wages + CES health-care employment — bls.oews / bls.ces, stack bls oews|ces, notebook 7f (refs #695)

2026-09-22 16:25:46 -04:00

bls.md

feat(bls): OEWS occupation wages + CES health-care employment — bls.oews / bls.ces, stack bls oews|ces, notebook 7f (refs #695)

2026-09-22 16:25:46 -04:00

comments-dockets.md

feat(bls): OEWS occupation wages + CES health-care employment — bls.oews / bls.ces, stack bls oews|ces, notebook 7f (refs #695)

2026-09-22 16:25:46 -04:00

comments-extract-ocr.md

feat(bls): OEWS occupation wages + CES health-care employment — bls.oews / bls.ces, stack bls oews|ces, notebook 7f (refs #695)

2026-09-22 16:25:46 -04:00

comments-extract.md

feat(bls): OEWS occupation wages + CES health-care employment — bls.oews / bls.ces, stack bls oews|ces, notebook 7f (refs #695)

2026-09-22 16:25:46 -04:00

comments-seal.md

feat(bls): OEWS occupation wages + CES health-care employment — bls.oews / bls.ces, stack bls oews|ces, notebook 7f (refs #695)

2026-09-22 16:25:46 -04:00

comments-stats.md

feat(bls): OEWS occupation wages + CES health-care employment — bls.oews / bls.ces, stack bls oews|ces, notebook 7f (refs #695)

2026-09-22 16:25:46 -04:00

comments-unseal.md

feat(bls): OEWS occupation wages + CES health-care employment — bls.oews / bls.ces, stack bls oews|ces, notebook 7f (refs #695)

2026-09-22 16:25:46 -04:00

comments.md

feat(bls): OEWS occupation wages + CES health-care employment — bls.oews / bls.ces, stack bls oews|ces, notebook 7f (refs #695)

2026-09-22 16:25:46 -04:00

db-comment.md

feat(llm): categorise manual sections by theme — stack llm stamp-themes, /search?theme=, themes on sources

2026-09-24 19:46:04 -04:00

db-inspect.md

feat(llm): categorise manual sections by theme — stack llm stamp-themes, /search?theme=, themes on sources

2026-09-24 19:46:04 -04:00

db.md

feat(llm): categorise manual sections by theme — stack llm stamp-themes, /search?theme=, themes on sources

2026-09-24 19:46:04 -04:00

docs-build.md

feat(llm): categorise manual sections by theme — stack llm stamp-themes, /search?theme=, themes on sources

2026-09-24 19:46:04 -04:00

docs-generate.md

feat(llm): categorise manual sections by theme — stack llm stamp-themes, /search?theme=, themes on sources

2026-09-24 19:46:04 -04:00

docs-serve.md

feat(llm): categorise manual sections by theme — stack llm stamp-themes, /search?theme=, themes on sources

2026-09-24 19:46:04 -04:00

docs.md

feat(llm): categorise manual sections by theme — stack llm stamp-themes, /search?theme=, themes on sources

2026-09-24 19:46:04 -04:00

generate-models.md

add generated docs content: CLI, REST API, pipelines, DAG, package-lock

2026-03-12 20:03:30 -04:00

generate.md

add generated docs content: CLI, REST API, pipelines, DAG, package-lock

2026-03-12 20:03:30 -04:00

health.md

add generated docs content: CLI, REST API, pipelines, DAG, package-lock

2026-03-12 20:03:30 -04:00

lake-deploy.md

feat(bls): OEWS occupation wages + CES health-care employment — bls.oews / bls.ces, stack bls oews|ces, notebook 7f (refs #695)

2026-09-22 16:25:46 -04:00

lake-load.md

feat(bls): OEWS occupation wages + CES health-care employment — bls.oews / bls.ces, stack bls oews|ces, notebook 7f (refs #695)

2026-09-22 16:25:46 -04:00

lake-parity.md

feat(bls): OEWS occupation wages + CES health-care employment — bls.oews / bls.ces, stack bls oews|ces, notebook 7f (refs #695)

2026-09-22 16:25:46 -04:00

lake-validate.md

feat(bls): OEWS occupation wages + CES health-care employment — bls.oews / bls.ces, stack bls oews|ces, notebook 7f (refs #695)

2026-09-22 16:25:46 -04:00

lake.md

feat(bls): OEWS occupation wages + CES health-care employment — bls.oews / bls.ces, stack bls oews|ces, notebook 7f (refs #695)

2026-09-22 16:25:46 -04:00

llm-eval-tags.md

feat(llm): tagger defaults from the golden sweep — 3 tags, min confidence 0.60 (refs #577)

2026-09-22 17:06:38 -04:00

llm-hosts.md

feat(bls): OEWS occupation wages + CES health-care employment — bls.oews / bls.ces, stack bls oews|ces, notebook 7f (refs #695)

2026-09-22 16:25:46 -04:00

llm-index.md

feat(bls): OEWS occupation wages + CES health-care employment — bls.oews / bls.ces, stack bls oews|ces, notebook 7f (refs #695)

2026-09-22 16:25:46 -04:00

llm-prune-rules.md

fix(llm): rules never double as corpus; citations say proposed/final/correction; IOM chapters indexed by section

2026-09-24 19:38:17 -04:00

llm-restamp.md

feat(bls): OEWS occupation wages + CES health-care employment — bls.oews / bls.ces, stack bls oews|ces, notebook 7f (refs #695)

2026-09-22 16:25:46 -04:00

llm-serve.md

feat(bls): OEWS occupation wages + CES health-care employment — bls.oews / bls.ces, stack bls oews|ces, notebook 7f (refs #695)

2026-09-22 16:25:46 -04:00

llm-stamp-themes.md

feat(llm): categorise manual sections by theme — stack llm stamp-themes, /search?theme=, themes on sources

2026-09-24 19:46:04 -04:00

llm-tag.md

fix(llm): stack llm tag --max-tags default is 3, matching the tagger and eval-tags (refs #577)

2026-09-22 17:07:33 -04:00

llm-vocab.md

feat(llm): closed theme vocabulary for comment tagging — themes.yaml v1, llm.vocab loader, stack llm vocab, P35 design spec (refs #574)

2026-09-22 16:48:51 -04:00

llm.md

feat(llm): categorise manual sections by theme — stack llm stamp-themes, /search?theme=, themes on sources

2026-09-24 19:46:04 -04:00

load-bcda.md

add generated docs content: CLI, REST API, pipelines, DAG, package-lock

2026-03-12 20:03:30 -04:00

load-cclf.md

add generated docs content: CLI, REST API, pipelines, DAG, package-lock

2026-03-12 20:03:30 -04:00

load-seed.md

add generated docs content: CLI, REST API, pipelines, DAG, package-lock

2026-03-12 20:03:30 -04:00

load.md

add generated docs content: CLI, REST API, pipelines, DAG, package-lock

2026-03-12 20:03:30 -04:00

mail-attach-smarthost.md

feat(llm): categorise manual sections by theme — stack llm stamp-themes, /search?theme=, themes on sources

2026-09-24 19:46:04 -04:00

mail-dkim-export.md

feat(llm): categorise manual sections by theme — stack llm stamp-themes, /search?theme=, themes on sources

2026-09-24 19:46:04 -04:00

mail-dns.md

feat(llm): categorise manual sections by theme — stack llm stamp-themes, /search?theme=, themes on sources

2026-09-24 19:46:04 -04:00

mail-down.md

feat(llm): categorise manual sections by theme — stack llm stamp-themes, /search?theme=, themes on sources

2026-09-24 19:46:04 -04:00

mail-provision.md

feat(llm): categorise manual sections by theme — stack llm stamp-themes, /search?theme=, themes on sources

2026-09-24 19:46:04 -04:00

mail-rotate-creds.md

feat(llm): categorise manual sections by theme — stack llm stamp-themes, /search?theme=, themes on sources

2026-09-24 19:46:04 -04:00

mail-seed-mailboxes.md

feat(llm): categorise manual sections by theme — stack llm stamp-themes, /search?theme=, themes on sources

2026-09-24 19:46:04 -04:00

mail-status.md

feat(llm): categorise manual sections by theme — stack llm stamp-themes, /search?theme=, themes on sources

2026-09-24 19:46:04 -04:00

mail-up.md

feat(llm): categorise manual sections by theme — stack llm stamp-themes, /search?theme=, themes on sources

2026-09-24 19:46:04 -04:00

mail-wire-git.md

feat(llm): categorise manual sections by theme — stack llm stamp-themes, /search?theme=, themes on sources

2026-09-24 19:46:04 -04:00

mail.md

feat(llm): categorise manual sections by theme — stack llm stamp-themes, /search?theme=, themes on sources

2026-09-24 19:46:04 -04:00

perf-show.md

feat(llm): categorise manual sections by theme — stack llm stamp-themes, /search?theme=, themes on sources

2026-09-24 19:46:04 -04:00

perf.md

feat(llm): categorise manual sections by theme — stack llm stamp-themes, /search?theme=, themes on sources

2026-09-24 19:46:04 -04:00

pfs-cpt-ingest.md

feat(llm): categorise manual sections by theme — stack llm stamp-themes, /search?theme=, themes on sources

2026-09-24 19:46:04 -04:00

pfs-elements.md

feat(llm): categorise manual sections by theme — stack llm stamp-themes, /search?theme=, themes on sources

2026-09-24 19:46:04 -04:00

pfs-exposure.md

feat(llm): categorise manual sections by theme — stack llm stamp-themes, /search?theme=, themes on sources

2026-09-24 19:46:04 -04:00

pfs-families.md

feat(llm): categorise manual sections by theme — stack llm stamp-themes, /search?theme=, themes on sources

2026-09-24 19:46:04 -04:00

pfs-guidance.md

feat(llm): categorise manual sections by theme — stack llm stamp-themes, /search?theme=, themes on sources

2026-09-24 19:46:04 -04:00

pfs-lineage.md

feat(llm): categorise manual sections by theme — stack llm stamp-themes, /search?theme=, themes on sources

2026-09-24 19:46:04 -04:00

pfs-reaction.md

feat(llm): categorise manual sections by theme — stack llm stamp-themes, /search?theme=, themes on sources

2026-09-24 19:46:04 -04:00

pfs-review.md

feat(llm): categorise manual sections by theme — stack llm stamp-themes, /search?theme=, themes on sources

2026-09-24 19:46:04 -04:00

pfs-utilization.md

feat(llm): categorise manual sections by theme — stack llm stamp-themes, /search?theme=, themes on sources

2026-09-24 19:46:04 -04:00

pfs.md

feat(llm): categorise manual sections by theme — stack llm stamp-themes, /search?theme=, themes on sources

2026-09-24 19:46:04 -04:00

prisma-eligible.md

feat(llm): categorise manual sections by theme — stack llm stamp-themes, /search?theme=, themes on sources

2026-09-24 19:46:04 -04:00

prisma-export.md

feat(llm): categorise manual sections by theme — stack llm stamp-themes, /search?theme=, themes on sources

2026-09-24 19:46:04 -04:00

prisma-extract.md

feat(llm): categorise manual sections by theme — stack llm stamp-themes, /search?theme=, themes on sources

2026-09-24 19:46:04 -04:00

prisma-fetch.md

feat(llm): categorise manual sections by theme — stack llm stamp-themes, /search?theme=, themes on sources

2026-09-24 19:46:04 -04:00

prisma-flow.md

feat(llm): categorise manual sections by theme — stack llm stamp-themes, /search?theme=, themes on sources

2026-09-24 19:46:04 -04:00

prisma-init.md

feat(llm): categorise manual sections by theme — stack llm stamp-themes, /search?theme=, themes on sources

2026-09-24 19:46:04 -04:00

prisma-ping-llm.md

feat(llm): categorise manual sections by theme — stack llm stamp-themes, /search?theme=, themes on sources

2026-09-24 19:46:04 -04:00

prisma-run.md

feat(llm): categorise manual sections by theme — stack llm stamp-themes, /search?theme=, themes on sources

2026-09-24 19:46:04 -04:00

prisma-screen.md

feat(llm): categorise manual sections by theme — stack llm stamp-themes, /search?theme=, themes on sources

2026-09-24 19:46:04 -04:00

prisma-vpn.md

feat(llm): categorise manual sections by theme — stack llm stamp-themes, /search?theme=, themes on sources

2026-09-24 19:46:04 -04:00

prisma.md

feat(llm): categorise manual sections by theme — stack llm stamp-themes, /search?theme=, themes on sources

2026-09-24 19:46:04 -04:00

rec-list.md

feat(llm): categorise manual sections by theme — stack llm stamp-themes, /search?theme=, themes on sources

2026-09-24 19:46:04 -04:00

rec-opps.md

feat(llm): categorise manual sections by theme — stack llm stamp-themes, /search?theme=, themes on sources

2026-09-24 19:46:04 -04:00

rec-pfs.md

feat(llm): categorise manual sections by theme — stack llm stamp-themes, /search?theme=, themes on sources

2026-09-24 19:46:04 -04:00

rec.md

feat(llm): categorise manual sections by theme — stack llm stamp-themes, /search?theme=, themes on sources

2026-09-24 19:46:04 -04:00

run.md

feat(notebooks,docs): code_families sections 5-7 — anchors, guidance, reaction; CLI docs (refs #688-#690)

2026-09-10 00:28:58 -04:00

stack.md

feat(bls): OEWS occupation wages + CES health-care employment — bls.oews / bls.ces, stack bls oews|ces, notebook 7f (refs #695)

2026-09-22 16:25:46 -04:00

validate.md

add generated docs content: CLI, REST API, pipelines, DAG, package-lock

2026-03-12 20:03:30 -04:00

zot-dump-schema.md

feat(llm): categorise manual sections by theme — stack llm stamp-themes, /search?theme=, themes on sources

2026-09-24 19:46:04 -04:00

zot-fix-dates.md

feat(llm): categorise manual sections by theme — stack llm stamp-themes, /search?theme=, themes on sources

2026-09-24 19:46:04 -04:00

zot-fix-fields.md

feat(llm): categorise manual sections by theme — stack llm stamp-themes, /search?theme=, themes on sources

2026-09-24 19:46:04 -04:00

zot-fix-keys.md

feat(llm): categorise manual sections by theme — stack llm stamp-themes, /search?theme=, themes on sources

2026-09-24 19:46:04 -04:00

zot-verify-parity.md

feat(llm): categorise manual sections by theme — stack llm stamp-themes, /search?theme=, themes on sources

2026-09-24 19:46:04 -04:00

zot.md

feat(llm): categorise manual sections by theme — stack llm stamp-themes, /search?theme=, themes on sources

2026-09-24 19:46:04 -04:00