Self-improving sandboxed agent with memory and scheduling
Sandboxed agent that writes its own Python tools and remembers mistakes in JSON.

Self-modifying agent writes Python tools on the fly, but accepts no contributions.
AI researchers, Automation engineers
OpenDevin · SWE-agent · LangChain
Sandboxed agent that writes its own Python tools and remembers mistakes in JSON.
Agent writes its own Python tools and saves rules to avoid repeating mistakes.
Another MCP orchestration wrapper—claims autonomy, but chaining APIs over Docker isn't novel.
Agent edits helpers.py mid-task while LangChain locks you into predefined tools.
Pipelines as Python not YAML, but Dagger already does this with better performance.
Two-command Docker packaging, but FastAPI and Modal already solve agent deployment.