Maximize context and output per Anthropic best practices
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>
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@@ -21,6 +21,7 @@ from uuid import UUID
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import anthropic
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from legal_mcp import config
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from legal_mcp.config import parse_llm_json
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from legal_mcp.services import db
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logger = logging.getLogger(__name__)
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@@ -139,7 +140,7 @@ async def check_claims_coverage(blocks: list[dict], claims: list[dict]) -> dict:
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client = _get_anthropic()
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message = client.messages.create(
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model="claude-haiku-4-5-20251001",
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max_tokens=4096,
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max_tokens=8192,
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messages=[{
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"role": "user",
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"content": f"""{CLAIMS_CHECK_PROMPT}
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@@ -153,13 +154,8 @@ async def check_claims_coverage(blocks: list[dict], claims: list[dict]) -> dict:
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)
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raw = message.content[0].text.strip()
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# Strip markdown code blocks if present
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raw = re.sub(r"^```(?:json)?\s*", "", raw)
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raw = re.sub(r"\s*```$", "", raw)
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try:
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json_match = re.search(r"\{.*\}", raw, re.DOTALL)
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parsed = json.loads(json_match.group()) if json_match else json.loads(raw)
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except (json.JSONDecodeError, AttributeError):
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parsed = parse_llm_json(raw)
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if parsed is None:
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logger.warning("Failed to parse claims check: %s", raw[:300])
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# Fallback: assume all covered (don't block export on parse failure)
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return {"name": "claims_coverage", "passed": True,
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