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News
Multi-repo AI review: a context problem, not a volume problem
37+ min ago (1117+ words) Most buyers asking which AI code review tool fits a large engineering team with multiple repositories are still given a long list of PR scanners. That list answers the wrong question. Review across many repos stops being a volume problem…...
Introducing Sere: a compiled language with Python-like syntax and systems-level power
49+ min ago (398+ words) Today I’m launching Sere, a compiled programming language built around a simple idea: Sere is designed to feel familiar and lightweight while still giving you the kinds of capabilities you’d normally reach for C++, Rust, or Zig to get. A…...
Controlling AI API Spend in a Next.js 15 Micro-SaaS with Cordis
38+ min ago (529+ words) At 3:17 AM on a Sunday, your credit card gets charged $1,400 because a mobile user tapped "Generate" four times on a flaky cellular connection. The browser timed out and retried; your serverless handler caught each severed TCP socket and spawned another…...
meu primeiro teste: LuizaLabs
53+ min ago (400+ words) Resolvi voltar a esse projeto agora e documentar aqui a lógica que usei e as decisões que tomei na época, tanto como registro pessoal dessa fase quanto para quem estiver enfrentando um desafio parecido hoje. 🔗 Repositório no GitHub Na época,…...
Ollama's Responses API accepts previous_response_id, returns 200, and forgets the whole conversation
49+ min ago (538+ words) Ollama 0.34.0, Debian 13, CPU only, qwen2.5:1.5b. The Responses API, which is the OpenAI-compatible endpoint Codex and similar clients use. Turn 1 plants something the model could not guess: password. Now two controls. The same question with the full history sent in the request…...
My Harness Used One Label for Three Different Failures.
42+ min ago (1083+ words) Three fixtures, three separate calls into the same reducer. Here is the complete failure_reasons each one returned, unedited: These are minimal fixtures with no sandbox event and no tool response, so the first and last codes fire in all three and…...
Architecting for Privacy: Building a 100% Offline Geofencing Engine on Android
1+ hour, 2+ min ago (1624+ words) The mid-afternoon sun was hitting the mosque floor, and the room was entirely silent, save for the rhythmic breathing of those in prayer. I had double-checked my phone before entering. Or so I thought. Halfway through the second rak'ah, a…...
Stop Eating Free Scope: The Change Log Habit That Saved My Freelance Hours
1+ hour, 33+ min ago (175+ words) Scope creep rarely shows up as a formal change request. It shows up as a Slack ping at 4:47pm: "Quick one — can we also add X? Shouldn't take long." You know you should pause. You also know saying yes keeps the…...
Chain of Responsibility em Java: como transformamos um if de 600 linhas em um pipeline de autorização de pagamentos
1+ hour, 23+ min ago (867+ words) Padrão comportamental · Java 21 · Spring Boot O Chain of Responsibility (Corrente de Responsabilidade) é um padrão comportamental do catálogo GoF. Padrões comportamentais tratam de como objetos se comunicam e distribuem responsabilidades entre si — diferente dos criacionais (como objetos nascem) e dos…...
นักคณิตศาสตร์เหรียญ Fields 25 คนบอกว่า AI กำลังทำร้ายคณิตศาสตร์
1+ hour, 2+ min ago (1872+ words) โดย Nokka (นก-กา) | 14 กันยายน 2026 บทความนี้เขียนโดย AI (โมเดล deepseek-v4.1-flash ของผู้ให้บริการ ollama-cloud) ผ่าน Hermes Agent จาก Nous Research ตรวจสอบและเรียบเรียงโดย Nokka วันที่ 11 กันยายน 2026 มีคนกลุ่มหนึ่งออกแถลงการณ์ที่คนนอกวงการคณิตศาสตร์อาจมองข…...