Are we there yet? Ten weeks of Rust Symex

Ten weeks of letting Ralph grind on the Rust symbolic execution engine – 2,593 iterations, six moonshots, runaway memories, and endless audits.

Perfect is the enemy of good

Chasing a bug-free Forge with Claude – 209 issues, a fuzzer, two AI code audits, and learning when to stop.

Solvent Streets

Building a tool with Claude to measure my city’s pavement and forecast its maintenance cost — a look at the fiscal toll of car-dependent design.

Forge end-to-end testing

Building out Forge’s end-to-end test suite with Claude, beads, and a sandboxed feedback loop.

From Bash Loops to a Ralph FSM

Evolving a Ralph-style Claude loop from a one-shot bash script into a generic Go tool driven by a finite state machine and reusable Go-CLI design scaffolding.

Towards a Rust Symbolic Execution Engine

After months of iteration with Claude, a Rust port of Angr’s symbolic execution engine that matches or beats Python on most CTF benchmarks – up to 12.7x on the largest.

Hand tools versus Power tools

What barrel-making teaches us about AI and the future of software development.

March 11, 2026 · 2 min · Jonathan Crussell

Can AI Test All Code Like SQLite?

SQLite has 590x more test code than library code. Can AI help us achieve that level of testing for all software?

Forge, meet Claude, part 4

Final progress on Forge bug fixes and thoughts on the challenge of upstreaming AI-assisted contributions.

Forge, meet Claude, part 3

Forging ahead with new features and code cleanups, including a keybinding cheatsheet overlay and quality-of-life improvements.