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Two-phase workflow that generates explicit YAML plan before execution, with approval gates and checkpointing. Use for co...
Query PubMed and scientific databases for protocols, analyze biological data with Biopython, handle HIPAA-compliant data...
Run multiple agent tasks in parallel cloud sandboxes with real-time progress monitoring, achieving 2x throughput vs sequ...
Convert repeated tasks into versioned skills, track performance gaps, and iteratively polish through Git version control...
Auto-detect and load minimal context from Skills folders using progressive disclosure, trimming 1400 tokens from system...
Generate and run unit and integration tests using pytest (Python) or Jest (JavaScript) with fixtures, mocks, and async s...
Extract lessons from task failures using Reflector agent, merge insights via Curator pattern, achieving 10% accuracy imp...
AI outputs YAML descriptors instead of code, CLI executes deterministically for 100% auditable behavior with zero slop....
Route tasks to small model by default, escalate to large model only on low confidence detection, achieving 87% faster le...
Implement AsyncIO patterns for I/O-bound tasks with asyncio.gather, semaphores, and FastAPI async endpoints. Use for con...
Meta-skill to generate new Claude Agent Skills from natural-language descriptions. Use when creating skills, building cu...
Capture task outcomes, score performance, and derive rules as token priors for continual learning without model weight c...