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LLM Model Routing in 2026: The Guide Every Team Should Read
39+ min ago (1655+ words) Most teams still pick one LLM and send every request to it. That worked in 2023 when there were three viable models. In 2026, with dozens of frontier, mid-tier, and specialist models — each with different pricing, latency, and quality profiles — committing to…...
56 fault-injection tests passed. The one that injected nothing failed.
2+ hour, 32+ min ago (415+ words) I was building a tool that detects when data quietly changes meaning — a vendor switching units, a source dropping a field, an undocumented enum appearing. The kind of failure where every test passes and every job is green. Claims about…...
tokeneff: An Open-Source LLM Cost Meter That Runs Locally
4+ hour, 1+ min ago (338+ words) Most LLM dashboards show you the bill after the damage is done. You run a coding agent for an afternoon, ship a feature, and two days later your OpenAI dashboard says you spent $47. On what? Which model? Which request? You…...
The reply-length check existed for three weeks. The batch a human flagged never touched it: guarding the wrong path
4+ hour, 20+ min ago (339+ words) On 2026-09-05 the owner of our shop looked at three replies the agent was about to send and asked a... Tagged with ai, programming, devtools, claude....
AI-Generated Commit Messages: Automating the Boring Part of Git
33+ min ago (34+ words) I have a confession: for the better part of a decade, my commit messages looked like this. fix fix again wip final fix actually final …...
**I wrote two practical books for Linux developers, and I’d love feedback from the community** Over the last few years working with Linux, C, embedded systems and kernel-level code, I kept seeing the same problem: there are plenty of resources explaining
5+ hour, 31+ min ago (10+ words) A post by Avinash Pal. Tagged with books, developers, linux....
Fixing the Proxy Deleted the Objective: The Style Review Removed a CTA and Every Accuracy Gate Passed
6+ hour, 38+ min ago (181+ words) Originally published on hexisteme notes. Closing this out took more than restoring the CTA. Four changes, each aimed at a different point where the same shape of failure could recur: And I split the downstream metric so "no data yet…...
I recorded my Kubernetes AI agent failing, on purpose
6+ hour, 14+ min ago (457+ words) Most demos of AI-for-infrastructure tools show a clean run. I think that is exactly backwards, and I want to explain why by walking through the thirty seconds of my own demo that a normal product video would have cut. A…...
Multi-Model Is Not the Same as Independent
2+ hour, 6+ min ago (636+ words) A multi-model AI gateway can reduce model switching costs while concentrating routing, billing, policy, and observability into a new dependency....
On Call: Boss wrongly claimed IT deleted his files, refused to learn the one-click fix
1+ day, 9+ hour ago (408+ words) There's no place like the Home directory, but the Documents folder is sometimes nicer ON CALL Friday morning is The Register's home for tech support stories, which we showcase in On Call – the weekly column made possible by readers generously…...