cyberneticlibrary

Curate project knowledge and skills

self-improving-agentskillsetup L217,464
alirezarezvani/claude-skills
What it does

Build agent feedback loops that learn from failures and refine prompts

Best for

When building agents that improve automatically by learning from task failures and refining their own instructions.

Inputs
  • · failed task trace
  • · error analysis
  • · capability gap data
Outputs
  • · refined prompt instructions
  • · skill additions
  • · model fine-tune data
Requires
  • · feedback collection system
  • · prompt optimization
  • · skill registration
Preconditions

Structured task failure logging; feedback mechanism

Failure modes
  • · noisy feedback
  • · prompt overfitting
  • · skill conflicts
Trust signals
  • · feedback loop architecture
  • · prompt optimization framework
  • · skill conflict resolution