Chaim
e24e24dac5
Per official Anthropic documentation (April 2026): Output tokens increased to match model capabilities: - block-yod (discussion): 8K → 32K (Opus supports 128K) - block-zayin (claims): 4K → 16K - block-vav (background): 4K → 16K - claims_extractor: 4K → 8K (fixes truncated JSON) - qa_validator: 4K → 8K Source documents sent in full (not truncated): - Was: 3000 chars per doc, 15K total - Now: full document text, no truncation - Reduces hallucinations: "extract word-for-word quotes first" Prompt structure follows long-context tips: - Source documents placed FIRST (top of prompt) - Instructions and query placed LAST - "Queries at the end improve quality by up to 30%" Extended thinking uses adaptive mode for Opus 4.6. Streaming enabled for all requests > 21K tokens. Unified JSON parsing via parse_llm_json() helper in config.py. Applied to: classifier, claims_extractor, brainstorm, qa_validator, learning_loop (5 files). Also: extractor.py now supports .md files. Sources: - https://docs.anthropic.com/en/docs/build-with-claude/extended-thinking - https://docs.anthropic.com/en/docs/build-with-claude/prompt-engineering/long-context-tips - https://docs.anthropic.com/en/docs/minimizing-hallucinations - https://docs.anthropic.com/en/docs/about-claude/models/overview Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>