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News
Building NexisK: A Technical Deep Dive into My i386 Kernel
48+ min ago (1627+ words) Building NexisK: Inside My i386 Kernel, Custom Bootloader and Memory Management Building an operating system kernel from scratch is not primarily about displaying text on a screen. It is about establishing a controlled execution environment on hardware that initially knows nothing…...
Multi-repo AI review: a context problem, not a volume problem
1+ hour, 15+ 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…...
Migrated Up, Then Back
1+ hour, 16+ min ago (407+ words) The promise I'd made myself at the start was the discipline that kept the migration honest: external domains and ports stay unchanged, and the reverse proxy stays the anchor. Move a service in, get it working on k3s, then repoint the…...
12% of our posts had an image. The fix: a commit gate, a sha256, and one directory
1+ hour, 19+ min ago (392+ words) On 2026-09-06 we counted the scheduled Bluesky posts our agent had sent over the previous seven days:... Tagged with ai, devtools, programming, productivity....
Controlling AI API Spend in a Next.js 15 Micro-SaaS with Cordis
1+ hour, 16+ 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
1+ hour, 30+ 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,…...
My Harness Used One Label for Three Different Failures.
1+ hour, 20+ 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…...
Compliance Event Dispatch: Auditable Email and SMS API Backoff Without Duplicate Sends
1+ hour, 31+ min ago (661+ words) Short answer: put compliance notices on a queue, assign one stable idempotency key per notice and channel, and record every attempt before any email or SMS API call. For a B2B SaaS compliance notice, choose the middle row. It adds one…...
Building a Resilient AI Client Around Hermes Agent
1+ hour, 31+ min ago (289+ words) When testing NousResearch/hermes-agent as an external integration, the failure mode I cared about was not model quality. It was what happened when an upstream provider returned HTTP 502, 503, or 504 while a user-facing request was still active. A client that retries…...
Chain of Responsibility em Java: como transformamos um if de 600 linhas em um pipeline de autorização de pagamentos
2+ hour, 1+ 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…...