# =============================================================================
# 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.
# =============================================================================

# ============================================================
# APPLIED AI & LLM ENGINEERING - COMPETENCY RECORD
# ============================================================
# Core Purpose:
#   Demonstrated experience running applied AI in production: a
#   self-hosted, fine-tuned LLM behind a streaming API, a
#   conversational assistant, and NLU-driven chat - distinct
#   from the knowledge-engineering / MCP work in COMP-11.
# ============================================================

summary: >
  Built and operated applied AI in production, a self-hosted,
  fine-tuned large language model served behind a streaming API
  and used for translation, copy improvement, structured
  extraction, and chat; a conversational booking/inquiry
  assistant; and NLU-driven conversational surfaces, with prompt
  guardrails against injection.

detail: >
  The detailed record behind this competency is available to prospective
  clients on request, under NDA. It is not published here.