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News
LLM Model Routing in 2026: The Guide Every Team Should Read
34+ 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…...
Agentic Synthetic Data Generation
1+ hour, 5+ min ago (114+ words) The next bottleneck in AI isn't compute. It's high-quality data. 💡 As public web data hits saturation, the most interesting shift in LLM and Agent development is the rise of Agentic Synthetic Data Generation. 1️⃣ Autonomous agents run in simulated environments to…...
A Telegram job alert bot in 60 lines of Python, on live ATS data
1+ hour, 39+ min ago (456+ words) Job boards go stale fast. By the time a weekly digest reaches you, the interesting roles have been open for a month. So let's build the smallest thing that fixes that: a Telegram bot that wakes up, asks one API…...
The more aggressive matmul kernel lost to the register budget
2+ hour, 1+ min ago (171+ words) The WebGPU matmul sweep started with a naive kernel, then added 16 by 16 workgroup tiling and a 4 by 4 output block per thread. At a 2048 cubed matrix size, the measured time moved from 47.24 ms for the naive kernel to 17.23 ms for tiling…...
tokeneff: An Open-Source LLM Cost Meter That Runs Locally
3+ hour, 56+ 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…...
AI-Generated Commit Messages: Automating the Boring Part of Git
28+ 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 …...
Build a small OpenOSRS plugin in Java
7+ hour, 33+ min ago (412+ words) A small plugin is a good way to learn a desktop client's extension system. This example displays a chat message after login. It covers discovery, dependency injection, game events and packaging without automating gameplay. I maintain the OpenOSRS project at…...
I described 1,245 tables with an LLM and retrieval got worse
6+ hour, 56+ min ago (1126+ words) The cataloguing step is supposed to be the easy win. You have a schema whose tables are called ecm_template_link and v_pmpm, your users ask questions in English, and the gap between those two vocabularies is why retrieval misses. So you point a…...
I built an hourly newspaper for e-ink (and turned the pipeline into an MCP server)
7+ hour, 36+ min ago (1124+ words) Every hour, a Lambda pulls about 120 items from ~100 RSS feeds, asks a small model to act as an editor, and typesets the result as a 480x800 one-bit page for the Xteink X4 e-ink reader on my desk. The same pipeline now produces…...
What has working with multiple languages been like on your projects?
7+ hour, 38+ min ago (236+ words) Hey everyone. I’m exploring a programming-language project and want to understand how people currently work across languages. Thinking about your most recent project where code in different languages needed to work together: What were you building, which languages were involved,…...