How to Make Your Agent Audit Trail Reliable: Batching, Retries, and Idempotency Keys
An audit trail has one job: to be right when someone needs it. Not usually right, not right on quiet days. Right when an auditor, a customer, or your own engine…
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An audit trail has one job: to be right when someone needs it. Not usually right, not right on quiet days. Right when an auditor, a customer, or your own engine…

Kafka brokers are remarkably reliable. When a Kafka-based system misbehaves, the cause is usually on the consumer side: a message nobody can process, a loop tha…

The test failed about once in every ten CI runs, which is rare enough to ignore and frequent enough to hate. It covered a simple flow: an order was saved, an ev…

Book: LLM Observability Pocket Guide Also by me: Thinking in Go (2-book series) — Complete Guide to Go Programming + Hexagonal Architecture in Go My project: He…
CogniPrep is a practice library for employer assessments. Last week it grew by 132 public pages in one round: 48 employer guides, 9 new test-format pages, 3 hub…
Munchable checks packaged food against digestive conditions, one rule set each. For most of its life it checked seven. Then it checked eight, and the commit tha…

I'm betting that detailed case studies are becoming the way to show skill. This one records the judgment behind an AI workflow that pulled five years of past cu…
The two objects did not share a shape. Ada's row had name . The next row had email and no name . I pasted the array into the JSON converter and ran it in the br…
Seven weeks ago I published an audit of our own support FAQ, three of our six FAQ answers disagree with the code , and I closed it with this sentence: The page …
Notifio has fifteen per-site pages, one per rental platform it can watch, at notifio.app/alerts . They come from one React template and a catalogue of typed dat…
Notifio watches rental search pages from the user's own machine, so most of what it knows is on their disk rather than our server. Its renderer is a React UI th…
This week we fixed a bug in Brifora (an AI design studio for small businesses, built with Next.js and Supabase) that never threw a single error. The symptom. In…
An internal admin tool is the easiest place to stop building a client data layer. One viewer, no SEO, no public traffic, and a question that is always ‘what is …

Most multiplayer advice assumes every player has their own screen. Pass-and-play games break that assumption: one phone sits on the table, and it moves from han…

When a map has to do more than show a few markers (projections, WMS layers, editing shapes, real GIS work), OpenLayers is usually the library people reach for. …

Dès qu'une carte doit faire plus qu'afficher quelques marqueurs (projections, couches WMS, édition de formes, vrai travail SIG), c'est souvent vers OpenLayers q…
I work on OnePassApps, the team behind app.onepassapps.com. Everything below was measured on the live build of our own Screen Recorder app ( https://app.onepass…
A deep dive into building a lightweight Manifest V3 extension that parses 39 international currency formats and updates dynamic React/SSR DOM nodes in real-time…
Caivra Repo Gallery v0.1.1: a lightweight, open-source GitHub repository explorer I built Caivra Repo Gallery at Caivra Tech LLC to make it easier to explore pu…
I pulled all 79 URLs from our sitemap , extracted every script URL from every response, and de-duplicated. pages 79 distinct /_next/static/chunks/*.js 32 Thirty…