My first build with 5.6 sol
What happened when I used 5.6 sol to audit AppHeat, coordinate parallel fixes, dogfood the result, and build a deterministic audit framework.
Use this path for notes on working with AI coding agents on non-trivial tasks — analysis, refactors, and reviews — and the verification habits that make their output trustworthy.
Give an agent the scary work only behind a gate it cannot fake — tests, builds, reproducible checks.
Prefer many small verified steps over one large unverified change.
Keep an honest ledger of what was and was not covered.
What happened when I used 5.6 sol to audit AppHeat, coordinate parallel fixes, dogfood the result, and build a deterministic audit framework.
The Autonomy alpha is live — a native macOS app and local MCP server that lets AI agents work through your real accessibility setup — plus the day-three build-log of shipping it with Claude Fable 5.
A field note from setting up a local Pi workflow with OpenRouter agents to research AEO topical authority. The real surprise was not any agent tactic — it was what Google's own guidance actually says.
A field note on handing a large Rust refactor to Fable: knowledge-graph analysis, a full graph rebuild that survived a mid-run failure, and a 9,859-line file cut to 877 across six verified commits.