# ============================================================================= # COMPETENCY RECORD - Cedric Ancellin's demonstrated engineering skills and # experience. Third-party technologies and vendors are named as the concrete # skill surface. Professional background / track record. # ============================================================================= # ============================================================ # AI & KNOWLEDGE ENGINEERING - COMPETENCY RECORD # ============================================================ # Core Purpose: # Demonstrated experience treating knowledge as infrastructure: # a machine-readable, source-anchored documentation-as-code # knowledge base, an MCP server exposing it to AI assistants, # and a governed AI-assisted development workflow. # ============================================================ summary: > Built a machine-readable knowledge base for an entire platform, thousands of structured, cross-referenced, source-anchored YAML documents, and exposed it to AI coding assistants through a from-scratch Model Context Protocol (MCP) server that also serves read-only source and read-only diagnostic-database access, establishing a governed AI-assisted development workflow with explicit guardrails. This competency record is itself authored in that same discipline. detail: > The detailed record behind this competency is available to prospective clients on request, under NDA. It is not published here.