Case studies
AI Engineer — agent orchestration, Claude Code / MCP, AI-native workflows.
Each case below is backed by shipped code, production telemetry, or both. Cases are ordered by strength of evidence. Numbers on every page carry an inline source reference.
Cases
A driver fleet that runs unattended claude -p jobs — sequential chains and
parallel worktree swarms — with per-lane machine verify, cost pre-flight and Postgres telemetry.
Backed by hundreds of real runs.
A governance spec plus three stdlib linters for state ownership, inheritance contracts and trigger-phrase collisions. A re-run on 2026-09-26 counts 42 hard state-ownership failures — an ownership registry that has stayed empty for a year.
A three-skill family that carries an agent's context past a session reset: a parent contract, a producer that owns storage and verifies by read-back, and a consumer that resumes from it. Facts kept apart from hypotheses, secrets kept out; 35 handoffs written across 16 projects, one seven-deep chain.
A FastAPI service that exposes a Postgres-backed knowledge base to agents over both REST and the Model Context Protocol, with a hybrid full-text + fuzzy-title ranking query.
Treating output-style comparisons across agent runs as a real experiment: pre-registration, control arm, unit of analysis, randomized assignment — and the discipline to not claim a winner before the design supports one.
A decision rubric mapping task shape to model tier and effort. In practice, most orchestrated runs land on the cheaper tier — visible in the run telemetry.
Other public repositories
Smaller projects, each with a public repo. Descriptions are the repositories' own.
- rag-eval — Offline-first evaluation harness for retrieval pipelines, with a CI regression gate.
- rag-lab — Two-axis benchmark of retrieval and Ukrainian text handling on a Wikipedia sample — 12 configurations, Postgres + pgvector, numbers generated into the README.
- rag-tenant — Multi-tenant RAG service with tenant isolation enforced by Postgres row-level security.
- mcp-artisan — Read-only MCP server that lets an agent introspect a Laravel codebase.
- mcp-vpsobs — Read-only observability MCP server: give an agent eyes on a production host, not hands.
- mcp-esp32 — MCP server for ESP32 / MicroPython devices: streaming flash, REPL and filesystem over the wire.