Every week I talk to developers who can build a REST API in their sleep, have "MERN stack" on their résumé, and still can't get past the first interview round.
And every week I watch someone with worse raw coding skills get the offer.
After years of mentoring backend developers and watching who gets hired vs. who gets ghosted, I've stopped believing the thing e...
Curbside devlog #1 — building a co-op car theft game in Unity 6 with a three-agent loop.
Curbside is a co-op game about stealing cars badly with friends. It is currently grey boxes on a grey plane: one district, drivable streets, doors you walk to instead of menus, and one heist tier that works end to end across two machines. No art, no NPCs, no sound.
This post isn't a...
AI crawlers do not necessarily see a website in the same way as Googlebot. When important page content loads through JavaScript, it may be unavailable to some crawlers. That creates a practical visibility issue: a business can publish useful information for human visitors while making it harder for AI systems to discover, understand, cite, or attribute that information.
The key question...
Agents propose large structural changes. Humans review walls of text. WorkBraid solves this by serializing architecture state into visual diagrams backed by Git, so both parties can see what changed without parsing 400 lines of diff output.
The tool runs locally and exposes two interfaces: a CLI for direct invocation and an MCP server for agent integration. When an agent proposes a chan...
Building automation systems produce terabytes of sensor data but remain operationally blind. Point names differ across vendors. Metadata is missing or wrong. Documentation is scattered across PDFs, wikis, and tribal knowledge. A new systematic review of 66 peer-reviewed studies on LLMs for HVAC operations exposes the plumbing challenges when agents must parse heterogeneous sensor streams, norma...
Every plugin in this category tells you it reduces context cost. None of them let you check on your
own code first, so I built the page that does, and it is the first thing chamnan 1.23.1 ships.
arcticfox2029.github.io/chamnan-measure
Paste a public GitHub repository URL...