Judge Agent Patches on Tests They Never Saw
A green run on tests an agent was allowed to read is not a merge signal. It is a training-set score. Split the suite first. Judge the patch on a held-
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A green run on tests an agent was allowed to read is not a merge signal. It is a training-set score. Split the suite first. Judge the patch on a held-
Generated API documentation fails at merge when models write promises that no schema, fixture, or signed policy can support. A practical fix is to cla
Messy config loaders hide merge bugs. Extract nothing until merge order is pinned. A characterization test freezes env, file, and default layers. The
I was testing a signup flow on my phone. The API it needed did not exist yet, so I had json-server running on my laptop, which meant the phone got ECO
The End of an Era: Why React 19 Killed forwardRef For years, React developers have lived with a specific kind of frustration: the "ref-forw
Timing someone reading a tongue twister is easy; deciding whether they said the words correctly is not. I built this challenge to use browser speech r
Raw data rarely arrives ready for analysis. Files appear late, schemas change without notice, identifiers go missing, and the same event may be delive
A few months ago, I started wondering: What would happen if you could actually see the personality of a WhatsApp group? Who sends the most messages?
How to Build AI Agents: The Science-Backed Blueprint for 2026 Ask any developer-led publication which "how to" topic is dominating 2026, an
Your Pipeline Is 23.2h Behind: Catching Software Sentiment Leads with Pulsebit We recently stumbled upon an intriguing anomaly: a 24h momen
The Problem I Kept Running Into I've been working with local LLMs for a while, and one question kept coming up from people in regulated ind
Have you ever typed into a search box and noticed that suggestions don't appear immediately, but only after you pause for a moment?, or you resized yo
Three kinds of tasks the method does not cover, and the price of splitting. 👋 I'm Anton — a backend engineer working in PHP/Symfony and Go, curren
You know the drill. Sign up for PostHog, create an org, create a project, decide which of the four SDK packages you actually need this time, hook up t
If you've ever saved an image from Chrome and ended up with a .avif file that nothing could open, you've encountered the format wars firsthand. AVIF i
How to Remove Unused WordPress Plugins Safely Every unused plugin is attack surface. Remove them with a checklist, not hope. High-performa
I rewrote my reactive library. Here's what changed Last autumn I wrote about RWC (in Russian) — a library of reactive web components built
This is a summary of the full tutorial published on howtostartprogramming.in. TL;DR Claude 3.5 API gives you state‑of‑the‑art language models, simple
Introduction You build a geofence compliance register with ToolJet MCP when a bulk-haulage compliance team needs to prove tankers stayed in
The first version of Mochi was supposed to be simple... I wanted to draw a small character, put him on the desktop, let him walk around, react to clic