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Systems, constraints, and repair
Do Not Turn a Daily Agent Into an Infinite Goal
The Mattermost Codex bridge needed routines, not immortal goals. Here is how the scheduler, state file, thread policy, and image …
Put Codex Behind Mattermost, Then Stop Overbuilding It
A practical way to run Mattermost on a small server, expose it safely, and use the mobile app as a chat interface to a local Codex …
The Laptop Wasn't Slow. The Screen Was Lying.
A powerful Dell laptop made a fresh Ubuntu install feel broken. The usual checks said everything was fine. They were wrong. The …
Bumblebee Finds the Risk. The UI Makes You Care.
Supply-chain scanners should not bury local endpoint risk in raw JSON. Bumblebee has the engine; this UI turns the scan into …
Your AI Coding Agent Deserves a Real Review Desk
AI coding agents do real repository work. They deserve review desks, not cramped chat boxes. This is the product shape behind a …
Dream TTS Proves Local Speech Is a Product Architecture Problem
Dream TTS turned local speech from a model demo into product architecture: Flutter for the surface, Rust for durable synthesis …