• Joined on 2026-02-04
kert closed issue homelab/stack#615 2026-09-22 22:03:25 +00:00
comments: post-close re-farm + re-index of CMS-2026-2377
kert pushed to main at homelab/stack 2026-09-22 21:11:47 +00:00
055322f081 fix(llm): the tagging judge drops a host that dies mid-run and retries on the next largest, like embed_texts (refs #575, #796)
kert pushed to main at homelab/stack 2026-09-22 21:09:36 +00:00
1793c27c07 merge: P35 spec results section (refs #577, #576)
ae771709cf docs(llm): record the P35 golden-gate results and the Zotero scope caveat in the tagging spec (refs #577, #576)
Compare 2 commits »
kert commented on issue homelab/stack#576 2026-09-22 21:09:23 +00:00
llm: tag write-back to bib + zotero-sync integration

Write-back is in (merged 5e37641, llm.tagger.apply_tags + Store.merge_extra): a run makes the item's llm:* tags exactly the accepted set — hand tags (topic:, stance:, reg-docket:…

kert closed issue homelab/stack#577 2026-09-22 21:09:23 +00:00
llm: golden-set eval — precision/recall gate
kert commented on issue homelab/stack#577 2026-09-22 21:09:23 +00:00
llm: golden-set eval — precision/recall gate

Done — merged to main as 48bbc5f (commits c354047, 7000d27, c5e060a, 5b… spec). Results are recorded in the spec's Results section.

  • Golden set: tests/llm/golden_themes.yaml, **39…
kert commented on issue homelab/stack#574 2026-09-22 21:09:22 +00:00
llm: tag vocabulary curation from corpus tags

Done — merged to main as 5e37641 (commit 7693e97). Design: docs/superpowers/specs/2026-09-22-llm-tagging-design.md.

  • src/llm/vocab/themes.yaml — the closed vocabulary, **v2, 57…
kert closed issue homelab/stack#574 2026-09-22 21:09:22 +00:00
llm: tag vocabulary curation from corpus tags
kert commented on issue homelab/stack#575 2026-09-22 21:09:22 +00:00
llm: RAG tagging chain + batch runner

Done — merged to main as 5e37641 (commit 65f8d78). Pilot running on CMS-2026-2377.

llm.tagger: for one comment, its already-indexed chunks (text + vector from langchain_pg_embedding, no…

kert closed issue homelab/stack#575 2026-09-22 21:09:22 +00:00
llm: RAG tagging chain + batch runner
kert pushed to main at homelab/stack 2026-09-22 21:08:07 +00:00
48bbc5ffc7 merge: #577 — golden-set gate, eval-tags, vocab v2 and tuned tagger defaults (refs #574, #575, #576, #577)
76e52abe92 fix(llm): stack llm tag --max-tags default is 3, matching the tagger and eval-tags (refs #577)
c5e060affd feat(llm): tagger defaults from the golden sweep — 3 tags, min confidence 0.60 (refs #577)
7000d2779f feat(llm): eval-tags --dump writes every golden comment's shortlist scores and verdicts for offline threshold analysis (refs #577)
c354047e17 feat(llm): golden-set gate for theme tagging — llm.tageval, tests/llm/golden_themes.yaml, stack llm eval-tags; vocab v2 (refs #577)
Compare 5 commits »
kert pushed to main at homelab/stack 2026-09-22 20:55:01 +00:00
5e376414f2 merge: #574/#575 — P35 theme vocabulary + tagging chain, runner and write-back (refs #574, #575, #576)
65f8d785a1 feat(llm): theme tagging chain + docket runner + write-back — llm.tagger, Store.merge_extra, stack llm tag (refs #575, #576)
7693e97d36 feat(llm): closed theme vocabulary for comment tagging — themes.yaml v1, llm.vocab loader, stack llm vocab, P35 design spec (refs #574)
Compare 3 commits »
kert closed issue homelab/stack#696 2026-09-22 20:41:57 +00:00
notebooks: event-study — pre/post windows around code-family exposures with control sets, plus market/industry series
kert commented on issue homelab/stack#696 2026-09-22 20:41:56 +00:00
notebooks: event-study — pre/post windows around code-family exposures with control sets, plus market/industry series

Merged to main as 8a0bedc (feature 92ae58a). The notebook lives at notebooks/event_study.py, so the nightly notebooks-integration run picks it up with everything else in notebooks/.

**Meth…

kert opened issue homelab/stack#797 2026-09-22 20:41:11 +00:00
data: market/industry series for the event study — sector ETFs and telehealth/RPM/care-management tickers into market.series
kert pushed to main at homelab/stack 2026-09-22 20:40:40 +00:00
8a0bedc142 merge: #696 — event study around code-family exposures: pfs.event_study + notebooks/event_study.py (refs #696)
92ae58a2ec feat(pfs): event study around code-family exposures — pfs.event_study + notebooks/event_study.py (refs #696)
Compare 2 commits »
kert commented on issue homelab/stack#695 2026-09-22 20:30:49 +00:00
data: BLS OEWS and CES series ingest for PFS-relevant occupations and health-care employment

Merged to main as eb90484 (feature b1e06b1; follow-up 2d5d12b for the 2019 file's lower-case headers) and loaded the same day.

OEWS (bls.oews) — the BLS API only serves the latest…

kert closed issue homelab/stack#695 2026-09-22 20:30:49 +00:00
data: BLS OEWS and CES series ingest for PFS-relevant occupations and health-care employment
kert pushed to main at homelab/stack 2026-09-22 20:29:41 +00:00
2d5d12b544 fix(bls): upper-case the OEWS sheet headers — the May 2019 release ships them lower-case, which loaded 0 occupations (refs #695)
kert pushed to main at homelab/stack 2026-09-22 20:26:23 +00:00
eb90484fe7 merge: #695 — BLS OEWS wages + CES health-care employment: bls.oews / bls.ces, stack bls, notebook 7f (refs #695)
b1e06b1b9e feat(bls): OEWS occupation wages + CES health-care employment — bls.oews / bls.ces, stack bls oews|ces, notebook 7f (refs #695)
Compare 2 commits »