Lead Architect | Custom Agentic Development Harness & Telemetry Platform (Independent R&D, Mexico)
Designed an agentic coding harness and telemetry platform that guides a local LLM to generate code grounded in up-to-date references. Implemented an in-context learning workflow that intercepts LLM outputs and enforces grounding in live API documentation to prevent stale or outdated interfaces. Built MCP server generation and natural-language diagnostic querying by exposing the data architecture to a local LLM for autonomous use. • Architected and customized a local autonomous agentic coding runtime using the Pi framework • Implemented context engineering and hallucination mitigation via generation interception • Designed a hardware telemetry system and LLM “junior developer” workflow for MCP server construction • Enabled local LLM natural-language diagnostics through MCP and structured data exposure