Writing

Field notes on AI engineering, multi-agent LLM pipelines, RAG, text-to-SQL, and shipping production software.

• Apr 18, 2026 · 2 min read · Query Forge AI

  Schema-aware text-to-SQL: prompting LLMs to write correct queries

  Lessons from building Query Forge AI and SQLumina — why naive natural-language-to-SQL hallucinates, and how feeding the schema makes LLM-generated queries actually correct.

• Mar 4, 2026 · 2 min read · AI Flowchart Studio

  Inside a 4-stage multi-agent pipeline (FastAPI + Gemini)

  The architecture behind AI Flowchart Studio: a 4-stage multi-agent LLM pipeline — Orchestrator, Logic Parser, Generator, Validator — that turns plain English into rendered diagrams.

• Feb 12, 2026 · 2 min read · CommitAI

  Building CommitAI — a local-first AI git assistant with Ollama

  How I built CommitAI: an offline, zero-key git assistant that turns staged diffs into clean Conventional Commits using a local LLM via Ollama and Gemma.