Qiran Hu

Research Assistant, University of Illinois Urbana-Champaign

Service

Open Source and Community

OnePromptClaudeCode

Lead Developer, 2026.03-Present

  • Open-source OnePromptClaudeCode under the MIT License for agentic software development to replace manual configuration with 95 agent skills, 14 specialized sub-agents, 10 MCP servers, and policy guardrails in one agent harness spanning planning, tool execution, review, and shipping.
  • Design three-tier capability routers for the agent harness to optimize tokens, latency, and cost on every turn, with keyword matching and session-memory recall ahead of a 4.5 s model reasoning pass, resolving intent in 120 ms and running 37.5x faster than routing every prompt through the model.
  • Improve the agent harness runtime for secure agent execution with four lifecycle hooks that gate every tool call before it runs, applying pattern-based deny rules to destructive commands, a pinned reasoning environment, and idempotent install modes with timestamped backups, reducing router latency by 92.7%.

Links: GitHub

Full profile: https://edward-h26.github.io/