Show HN: AutoLearn Skills for self-improving agents
12 hours ago
- #AI Agents
- #Machine Learning
- #Automation
- AutoLearn converts AI agent reasoning into reliable, deterministic code.
- Each agent builds a unique skill library based on usage patterns.
- No manual training required; AutoLearn learns from AI reasoning.
- Skills improve continuously as agents encounter new scenarios.
- Reduces failure rates in multi-step workflows by replacing AI inference with deterministic code.
- Agents develop and correct skills automatically without intervention.
- Enables agents to evolve beyond simple tool calling into genuine skill development.
- Replaces RPA and workflow tools with adaptive, learning agents.
- Skills can be shared across agent fleets to accelerate learning.