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G7CNF/README.md

Nige (G7CNF)

Engineer focused on local LLM systems, agent reliability, and real-world integrations. Public work here centers on deterministic behavior, failure-mode reduction, and making agent/tool workflows observable and recoverable.

Focus Areas

  • Agent execution reliability and stop/cancel paths
  • Tool and extension integration
  • Google Workspace, Telegram, and MCP workflows
  • Local LLM serving, routing, and fallback paths
  • Deterministic behavior in web and runtime flows

Selected Contributions to nearai/ironclaw

Runtime & reliability

Integrations

Current public threads

Engineering Approach

  • Evidence-first debugging
  • Prefer deterministic behavior over hidden magic
  • Use fallback paths only when they are explicit and auditable
  • Keep fixes narrow enough to merge safely
  • Optimize for runtime resilience and user-visible clarity

Current Interests

  • Agent turn control and cancellation
  • Local model routing and fallback strategies
  • Google Workspace, Telegram, and MCP integrations
  • WASM channel and MCP reliability
  • Trace-driven evaluation and self-improvement

Popular repositories Loading

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  2. G7CNF G7CNF Public

    Nige (G7CNF) public contributor profile