amazon-transcreation/backend
DJP 7a0971a029 feat: implement real LLM agents 2-5 for live transcreation pipeline
Replace all stub agents with working Claude API-powered agents:
- Agent 2 (TM Retrieval): LLM semantic matching of source lines against TM entries
- Agent 3 (Ranker): Deterministic ranking with confidence tiers (high/moderate/low)
- Agent 4 (Transcreator): Batched creative transcreation with voice profiles, reference files, backtranslations
- Agent 5 (Compliance): Deterministic checks for character limits, blacklist terms, domain substitution

Also fixes TM file loader to handle real compact JSONL format (locale code regex-based parsing),
and adds file manifest resolution for reference files (glossary, blacklist, TOV, locale considerations).

Verified end-to-end: 53-line de-DE brief produces real German translations with TM matching,
confidence-based option counts (1/2/3), backtranslations, and compliance validation. ~$0.49 total cost.

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
2026-04-10 15:26:41 -04:00
..
alembic feat: complete Phase 1-2 scaffold — backend, frontend, pipeline skeleton 2026-04-10 12:31:43 -04:00
app feat: implement real LLM agents 2-5 for live transcreation pipeline 2026-04-10 15:26:41 -04:00
tests feat: complete Phase 1-2 scaffold — backend, frontend, pipeline skeleton 2026-04-10 12:31:43 -04:00
alembic.ini feat: complete Phase 1-2 scaffold — backend, frontend, pipeline skeleton 2026-04-10 12:31:43 -04:00
Dockerfile feat: complete Phase 1-2 scaffold — backend, frontend, pipeline skeleton 2026-04-10 12:31:43 -04:00
requirements.txt feat: complete Phase 1-2 scaffold — backend, frontend, pipeline skeleton 2026-04-10 12:31:43 -04:00