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KimSia Sim
founderFounder & Principal Engineer, Oppoin · Lead Entrepreneur, CodeAssure · LLM systems, agent memory, evaluation harnesses · SMU MITB (AI), Dec
Public projects
kimsia-mem-agent
Memory-augmented software-engineering agent for the MemComp-26 competition (SWE-bench Pro): embedding-retrieved pattern memory carried across task instances, self-review pass before submit, Docker-packaged on mini-swe-agent. Evaluated in capstone-mem-artifacts.
Pythonagent-memoryevaluationllm-agents
capstone-mem-artifacts
Data and analysis artifacts: cross-instance memory for an LLM software-engineering agent on SWE-bench Pro (SMU MITB capstone, 2026)
Pythonagent-memorycost-analysisevaluation
axi-enforce
Make coding agents (Claude Code, Codex, OpenCode, Gemini CLI, Qwen Code, Cursor) use AXI wrappers instead of the plain CLIs, and turn wrapper gaps into GitHub issues
TypeScript
cloudflare-axi
AXI-compliant Cloudflare CLI (wrangler) wrapper — token-efficient TOON output, structured errors, agent-first ergonomics
TypeScriptagent-firstclicloudflare
netlify-axi
AXI-compliant Netlify CLI wrapper — token-efficient TOON output, structured errors, agent-first ergonomics
TypeScriptagent-firstclideveloper-tools
railway-axi
AXI-compliant Railway CLI wrapper — token-efficient TOON output, structured errors, agent-first ergonomics
TypeScriptagent-firstclideveloper-tools
Likely stack
ClaudeCursorMCP
