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MerlinH
41c94b73bf
- Anthropic Automated W2S Researcher: PGR 0.97 vs 0.23 human baseline; full prompt stack published (system prompt, skill, critic prompts) - SPARK pathology agents: Nature Medicine, survival-validated biomarkers; full CrewAI agents/tasks prompts published - OpenAI graviton amplitudes: rejected - no prompt ever released
72 lines
2.1 KiB
Markdown
72 lines
2.1 KiB
Markdown
---
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name: research-thinking
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description: Use Claude Opus 4.6 with extended thinking (max effort) + web search for hard research problems (e.g. analyzing experiment results, designing methods, deciding what to do next, doing math/theory, literature review, etc).
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---
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# Research Thinking Skill
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## Instructions
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When this skill is invoked, call the Claude Opus 4.6 API with extended thinking using Python:
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```bash
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python3 -c "
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import os, json, urllib.request, sys
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problem = '''QUERY_HERE'''
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data = json.dumps({
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'model': 'claude-opus-4-6-20250310',
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'max_tokens': 16000,
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'thinking': {'type': 'adaptive'},
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'output_config': {'effort': 'max'},
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'temperature': 1,
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'messages': [{'role': 'user', 'content': problem}]
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}).encode()
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req = urllib.request.Request(
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'https://api.anthropic.com/v1/messages',
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data=data,
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headers={
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'Content-Type': 'application/json',
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'x-api-key': os.environ['ANTHROPIC_API_KEY'],
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'anthropic-version': '2023-06-01'
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}
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)
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try:
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with urllib.request.urlopen(req, timeout=1200) as resp:
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result = json.loads(resp.read())
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for block in result.get('content', []):
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if block.get('type') == 'thinking':
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print('<thinking>')
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print(block.get('thinking', ''))
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print('</thinking>')
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print()
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elif block.get('type') == 'text':
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print(block.get('text', ''))
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except urllib.error.HTTPError as e:
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print(f'Error {e.code}: {e.read().decode()}', file=sys.stderr)
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sys.exit(1)
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"
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```
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Replace `QUERY_HERE` with the actual query. For long context queries, include all relevant data in the problem string.
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## Requirements
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- The `ANTHROPIC_API_KEY` environment variable must be set
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- Python 3 must be available
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## Notes
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- Uses Claude Opus 4.6 (claude-opus-4-6-20250310) -- the most capable model
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- Adaptive thinking with max effort -- Claude decides how deeply to think
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- temperature must be 1 when using thinking (API requirement)
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- Max output tokens: 16000 (excluding thinking tokens)
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- Timeout: 1200s (deep thinking can take a while)
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## Output
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Present the full response including thinking process to the user.
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