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#ai

7 posts

9 min

A live TUI in the AI era

The best AI tools ship terminal UIs, and suddenly everyone wants one. What .NET offers (Spectre.Console, praised and then audited), what Ink and Bubble Tea do differently, why Go keeps winning this niche — and the pattern I actually ship: a Go TUI attached to a .NET backend over SSE, with a working example.

10 min

Gated delivery for a team of agents

Coding agents will work unattended for hours — if you stop believing anything they say. The full anatomy of an autonomous delivery loop: agent CLIs as processes, a ten-outcome vocabulary, independent gate batteries, fix sessions armed with evidence, and state that survives a power cut.

4 min

An agent session is not pass/fail

The first version of my orchestrator judged agent sessions as success or failure. Reality needed eight outcomes — and the distinction that matters most is whose fault the failure was.

4 min

Call graphs lie about modern .NET

In a mediator-and-DI codebase, nothing calls anything — everything is connected by convention. Honest tracing means building edges from joins, and making every edge cite the file and line it came from.

2 min

Don't trust the agent — verify it

Autonomous coding agents lie by omission: they report success they didn't earn. The fix isn't a better prompt — it's an orchestrator that independently checks every claim.