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Signal

I am a computer science grad student who likes AI agents, bot frameworks, tool calling, automation, and the kind of bugs that look haunted until you write the smallest failing test.

  • Currently building around: AstrBot, LLM tools, MCP, web automation.
  • Favorite workflow: reproduce, isolate, patch, test, ship.
  • Lab fuel: Python backends, TypeScript frontends, Docker boxes, and one very busy GPU.

Mode

Small fixes, sharp tools, clean upstream PRs. If a bug can be reduced to a failing test, it is already halfway cooked.


Things I like shipping
Agent tooling Function calling, MCP, browser control, memory, multimodal bots.
Backend patches Provider adapters, schema compatibility, async workflows, boring reliability.
Frontend polish Dashboards that feel sharp, not default-template sad.
Open source rhythm Small PRs, clear tests, no mystery meat diffs.
Current quest log
  • Make chat bots better at deciding when to speak, search, remember, and use tools.
  • Connect practical MCP tools into everyday workflows.
  • Keep learning how to turn messy production problems into clean upstream fixes.

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