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News
tokeneff: An Open-Source LLM Cost Meter That Runs Locally
5+ hour, 10+ 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…...
Bir web portföyünü anlaşılır kılmak: içerik hiyerarşisi ve proje sunumu
5+ hour, 34+ min ago (328+ words) Bir freelancer portföyünde ziyaretçinin önce üç soruya cevap bulmasını önemsiyorum: Ne yapıyorsun, hangi işleri gösterebilirsin ve sana nasıl ulaşabilirim? Bu yazı, web tasarım hizmetlerini sunarken kullanılabilecek basit bir içerik planı. Hizmet listesinin tamamını ana başlığa sıkıştırmak yerine ana işi açıkça…...
Fixing the Proxy Deleted the Objective: The Style Review Removed a CTA and Every Accuracy Gate Passed
7+ hour, 47+ 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…...
Why Our LLM Bill Hit $31k Instead of $12k (The 4 Production Traps No Pricing Page Shows)
15+ hour, 11+ min ago (239+ words) Our Q2 LLM infrastructure bill came in at $31k against a $12k budget. After reverse-engineering every line item, we found that naive token math (multiplying input + output tokens from a model pricing page) completely fails once you run multi-turn agentic loops in production....
Your LLM bill isn't a mystery, it's a missing layer
15+ hour, 55+ min ago (362+ words) Most teams find out their LLM costs are a problem the same way: the invoice shows up, it's bigger than expected, and nobody can say exactly why. Not because the spend is random. Because nobody is watching the layer where…...
Hard Spend Ceilings, Budget Alerts, and Node.js Runaway Workload Drills
16+ hour, 38+ min ago (905+ words) A budget alert tells a person that a limit is close. A hard spend cap changes what the workload is allowed to do. In a fintech leaked-key drill, that difference decides whether the incident ends in a bounded denial or…...
/skill-doctor: 40 skills, 3,060 tokens a turn, and the wrong ones to cut
18+ hour, 22+ min ago (261+ words) We ran the new /skill-doctor command on the machine that runs our shop. It listed 40 skills costing... Tagged with claudecode, ai, devtools, productivity....
How I stop an LLM from hallucinating in production (RAG + entity-match + MCP)
19+ hour, 21+ min ago (514+ words) How do you make an LLM answer questions about real-world entities — companies, people, records — without it confidently making things up? I build Verivello, a live AI agent that answers questions about any UK company from official registers (Companies House, HM…...
I Built an AI Money Agent That's Structurally Incapable of Touching the Money
23+ hour, 1+ min ago (87+ words) [ EXECUTIVE TEARDOWN // TL;DR ] The question that should govern every agentic product: what is the blast radius of the model's worst output? In Sable the answer is "one dismissible card" — by architecture, not by prompt engineering. Yaseen Khatib · MERN + AI…...
How to Regenerate an Old Invoice PDF Identically in Node.js: A Dispute Workflow
1+ day, 3+ hour ago (399+ words) Short answer: for a dispute, do not “recreate” an old invoice by rerunning today’s template; preserve the original PDF bytes, verify their hash, and only render a replacement when the original artifact is genuinely unavailable. That rule sounds conservative because…...