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News
I removed 1,918 comments across twelve workers. 51 of them were load-bearing.
6+ hour, 13+ min ago (606+ words) The project caps comment blocks per file. A census found 2,886 blocks in the repository and 97 files over the cap. The plan was not to delete the text. Every block was relocated verbatim into an evidence ledger, pinned to the blob…...
My release smoke test passed on the message that says it failed
12+ hour, 44+ min ago (607+ words) Here is the step, as it had been since the first release: Read the last line on its own. It passes when the released version appears anywhere in the output. Now read what npm prints when the version is not…...
It passed CI. It passed your evals. The customer still got the wrong answer.
12+ hour, 45+ min ago (771+ words) Your AI agent returned a 200, passed its faithfulness check, and still answered the wrong question. The evidence that explains why lives in the trace....
How Do GPS Apps Like Google Maps Know When There's Police Ahead?
1+ day, 4+ hour ago (492+ words) SlashGear How Do GPS Apps Like Google Maps Know When There's Police Ahead? Over the past few years, navigation apps, whether it's Google Maps or Waze, have become an integral part of our lives. These apps tell you a lot…...
LLM Model Routing in 2026: The Guide Every Team Should Read
20+ hour, 46+ 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…...
Finding the Networks Within Networks: Introducing RichClub Explorer
19+ hour, 18+ min ago (1305+ words) An open-source tool for reproducible rich-club analysis in biological and scientific networks Rich-club analysis asks a deceptively …...
tokeneff: An Open-Source LLM Cost Meter That Runs Locally
1+ day, 8+ 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…...
Every text-to-SQL benchmark score you've seen was measured without access control
1+ day, 3+ hour ago (955+ words) Spider, BIRD, LiveSQLBench. If you have evaluated a text-to-SQL system in the last five years you have quoted a number from one of them. All three ask the same question: given a schema and an English question, does the system…...
Bayan Flow 0.5.0: Tree Traversals, Graph Algorithms, and Turning a Visualizer Into a Platform
1+ day, 12+ hour ago (422+ words) Version 0.5.0 of Bayan Flow just shipped, and it's the biggest one so far. I'd promised tree traversals and graph algorithms a while back. They're finally in, plus Google sign-in, saved favorites, study notes, a Pro waitlist, and a full infra…...
Deploying SLMs in Production: Fine-Tuning vs Context Engineering
1+ day, 13+ hour ago (377+ words) Choosing the wrong paradigm for SLM deployment has immediate, material consequences. Let's look at the operational issues that plague modern enterprise deployments: When engineers rely entirely on context engineering (prompting, zero-shot/few-shot injection, dynamic RAG) to force a general SLM…...