Case Studies

Selected work on production AI systems, agent workflows, retrieval, evaluation, and trust boundaries. For a compact overview of highlights and external proof, see About / Proof.

• Content Ingestion for AI-Native Learning — SQL Walkthrough — Bounded prototype walkthrough showing how partial SQL teaching material can be transformed into a structured, inspectable learning graph with critique, repair, clarification, and deterministic validation.
• LLM agents and production systems at GriffinAI — End-to-end architecture and delivery of production agentic LLM products — Transaction Execution Agent, Cardano Proposal Examiner, and multi-agent ops.
• Knowledge Assistant — Trust-Critical Retrieval Across Fragmented Internal Knowledge — Permission-aware internal knowledge assistant focused on trust-critical retrieval, citations, access control, and calibrated uncertainty across fragmented company knowledge.