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809823a8ae6d71b505334f45af4a22686ba676cf
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4 Commits

Author SHA1 Message Date
Claude Agent
809823a8ae perf+calitate sugestii k-NN: matvec numpy, vot top-5 cu prag calibrat, indicatori import 
- embeddings: corpus ca matrice numpy cu norme precalculate; suggest_nearest
  = un matvec (~0.6ms/query fata de ~500ms cosine pur-Python la 17k vectori)
- enrich_suggestions: vot ponderat cu similaritatea pe top-5 vecini (NUL =
  eticheta proprie); prag 0.5 -> 0.88, calibrat LOO pe corpusul SILVER
  (tools/mapare-llm/knn_calibrate.py): precizie 90.5% -> 93.1%, cod gresit
  preselectat 7.2% -> 4.7%; sub prag abtinere -> preselectie fuzzy
- UI: codul sugerat de sistem afisat explicit cu sursa si scorul, separat de
  lista fuzzy ("potrivire text"); indicator de progres reparat pe upload
  (display:inline anula .htmx-indicator) si adaugat pe pasii 2->3 si
  "Salveaza maparile"

Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
 2026-07-07 10:10:58 +00:00
Claude Agent
44f261e269 refactor: comentarii strict functionale, fara referinte PRD/stories 
Curatare globala a comentariilor si docstring-urilor (app, tools, teste,
scripturi): eliminate referintele la PRD-uri, US-xxx, task-uri istorice si
review-uri; pastrata doar informatia functionala, formulata scurt. Regula
adaugata in CLAUDE.md (sectiunea Stil). Fara modificari de cod sau comportament.

Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
 2026-07-06 13:48:38 +00:00
Claude Agent
756f77730f feat(5.18): corpus k-NN exemple etichetate + seed real Haiku (17181 op) 
Seed app/data/operatii-etichetate.json regenerat cu subagenti Haiku pe TOATE
cele 17181 operatii distincte (ordine frecventa, 100%), inlocuind seed-ul Groq
(3758). Validare Haiku vs Groq pe 157 op etichetate: la dezacorduri Haiku corect
~22/30, Groq ~0. Haiku prinde gunoiul ratat de Groq (ITP, chirie anvelope, nume
piese fara actiune): NUL 2200 (12.8%) vs ~7.6% Groq; adaptare electronica OE-7
(nu OE-5), placute frana uzura OE-1 (nu OE-F avarie).

US-001..006: prefiltru NUL determinist, etichetator offline, generator seed,
seeder mapping_suggestions (in init_db, gated seed_operatii_enabled), embeddings
indexeaza corpus etichetat, enrich NUL+kNN. Distributie seed: OE-1 80.1%, NUL
12.8%, OE-2 3.5%, restul rar (OE-4/3/7/8/R/I/5, AITLV, R-ODO).

config: seed_operatii_enabled=True + embeddings_enabled=True implicit (SILVER
populat + sugestii semantice; ambele suggestion-only, dezactivabile prin env).

Suita: 1387 passed, 1 deselected (live).

Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
 2026-06-29 06:59:15 +00:00
Claude Agent
3fc53534e2 feat(5.15+5.14): CLOSE — fix-uri code-review + embeddings functional 
5.15 (propagare design + dashboard editare) si 5.14 (mapare LLM distilata)
inchise dupa /code-review high. 8 buguri reparate TDD:

- HIGH modal nu se deschidea pe randul slim (base.html: trimitere-slim)
- HIGH /repune trunchia prestatii (declaratie incompleta la RAR) -> iterare
  peste existing, codes pozitional
- HIGH embeddings incarca model ~230MB degeaba pe corpus gol -> poarta has_corpus()
- HIGH picker chips gol pe re-render eroare -> conn/account_id pe toate ramurile
- MED obs re-derivat dupa stergere explicita -> _merge_override pastreaza obs=''
- MED mapare salvata fara denumire poluă GOLD -> _record_gold_validation guard
- MED typo nome_prestatie -> nume_prestatie in select /repune
- MED bucketare timp +3h gresita iarna -> SQLite localtime + TZ=Europe/Bucharest

Embeddings WIRE-uit functional (PRD #15, decizie user): ensure_embeddings_corpus
construieste corpus din nomenclator, gated pe AUTOPASS_EMBEDDINGS_ENABLED (default
off). Marime model corectata ~50MB->~230MB (estimare PRD gresita).

Cleanup: hoist load_* din bucla bulk-fix; import re la top.
Regresie: 1256 passed, 1 deselected (live), 0 failed.

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
 2026-06-28 20:48:34 +00:00