Comment by azurewraith

Comment by azurewraith

Here's a week 2 update. a lot shipped since this post...

OSS: The `engine` and `agent` crates are now fully open (Apache 2.0). only the `gateway` and the various plugins are FSL with a 3-year clock. You can run the full state machine locally, self-hosted, no cloud dependency. The end-to-end workflow works out of the box with ollama and any 13B+ model now.

Multi-agent support: I validated and enhanced plugins for Codex CLI, Oh-My-Codex, and Pi alongside the existing Claude Code plugin. Same gateway, same workflows, different agent frontends. the Pi plugin in particular is interesting because pi's extension API supports things Claude Code doesn't yet... programmatic model switching and per-state tool filtering where the model literally never sees disallowed tools.

Interrupts: Reactive file triggers that force state transitions. model edits a migration file? interrupt fires, pulls it into a review state. it uses the History State pattern to return where it was in the state machine after.

Fork/join: Parallel sub-agent execution. planning state dispatches N implementation branches each in their own worktree, join collects results.

Allowed_commands: Per-state bash command restrictions. testing state can run pytest but not rm -rf. enforced in the hook, not the prompt.

Tangentally, the Forge post this week (https://news.ycombinator.com/item?id=48192383) validated the same thesis from a different angle... structural guardrails on small models outperform unconstrained frontier models. three independent projects converging on "the harness is first-class infrastructure" in roughly two weeks.

Next on the agenda: per-state model routing. use a local 12B for grunt work, route to Opus/GPT-5 for the one call that matters. the cost math is trending towards ~80% reduction on a 6-phase workflow

Replies azurewraith · 2026-05-20
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