Tools

A CLI for explicit, reviewable, deterministic workflow state transitions.

A CLI that co-evolves source code and database schemas, tracking schema changes as discrete operations.

Large prompts drift when they do deterministic work themselves. Determinism Injection hands that work to tools instead so that the prompt stays the orchestrator, and binaries handle the lookups, state transitions, and writes.

Introducing Retrofit, a CLI that records database schema evolution as logical, identity-preserving operators instead of hand-written DDL migrations.

Notes on the current LLM development toolchain I am using in June.