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stack/docs/docs/cli/prisma-export.md
kert 65f8d785a1 feat(llm): theme tagging chain + docket runner + write-back — llm.tagger, Store.merge_extra, stack llm tag (refs #575, #576)
llm.tagger: cosine shortlist of the vocabulary's theme cards against a
comment's already-indexed chunks (no re-embedding — text and vector come
from langchain_pg_embedding), one yes/no judgement per candidate on the
largest live host at temperature 0 with the scoring chunk as evidence,
up to max_tags accepted with the shortlist similarity as confidence.
State on the bib item (extra_json.llm_tags: vocab version, model,
content hash, tags with evidence chunk, the full shortlist with
verdicts) makes runs resumable; apply_tags replaces exactly the item's
llm:* tags and never touches hand tags. Store.merge_extra merges
top-level keys into extra_json. Every collaborator is injected so the
pure pieces are tested without Ollama or pgvector.

stack llm tag --docket D [--limit N] [--force] [--dry-run] [--top]
[--max-tags] [--min-confidence] [--verbose]; _tagging_runtime wires the
store, pgvector loader, card vectors, judge and model.
2026-09-22 16:53:23 -04:00

1.8 KiB

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stack prisma export 88

stack prisma export

Usage: stack prisma export [OPTIONS] ZOT_ID                                    
                                                                                
 Dump one Zotero item as the LLM-ready markdown snapshot.                       
                                                                                
╭─ Arguments ──────────────────────────────────────────────────────────────────╮
│ *    zot_id      INTEGER  Zotero itemID to export. [required]                │
╰──────────────────────────────────────────────────────────────────────────────╯
╭─ Options ────────────────────────────────────────────────────────────────────╮
│ --fulltext                                                                   │
│ --db                       PATH  [default: data/zotero/data/zotero.sqlite]   │
│ --storage                  PATH  [default: data/zotero/data/storage]         │
│ --hold        --no-hold          [default: hold]                             │
│ --help                           Show this message and exit.                 │
╰──────────────────────────────────────────────────────────────────────────────╯