I built an AI code reviewer as a GitHub Action — here's what I learned
If you've spent time on software engineering teams, you know pull request reviews are the ultimate bottleneck. They're slow, inconsistent, and often s…
AI & ML
⚑ Report a ProblemLatest AI & ML news from Tech News
All topics
AI
News
Tech
agents
ai
api
architecture
automation
aws
beginners
career
claude
database
devchallenge
devops
javascript
llm
machinelearning
mcp
opensource
performance
productivity
programming
python
react
security
showdev
tutorial
typescript
webdev
Your README lies. So I built a bot that opens a docs PR every time you merge.
The README lies. Not on purpose. It was true the day someone wrote it. Then the function got renamed, the flag got removed, the env var changed, the e…
Your README is a landing page: a 10-minute adoption audit for developer tools
For many developer tools, the GitHub README is the landing page. A potential user often decides whether to try the product before visiting a separate …
How to give Claude (or Cursor) access to your Rails app's activity logs
Ask Claude this, today, with no setup: "What did user 4421 do in our app yesterday?" You will get an answer. It will be confident, specific, and compl…
I Tried BrowserAct: A Browser Runtime Built for AI Agents
In my last browser automation article, I wrote about a simple idea: Your browser already has a remote control. Chrome exposes the Chrome DevTools Prot…
The End of the US Cloud Monopoly: AI Balkanization Is Here to Stay
By Vilius Vystartas | June 2026 The single, globally unified internet is gone. What's replacing it is a patchwork of sovereign AI zones, each running …
I built an MCP server that gives AI coding assistants persistent memory (85.6% token reduction)
Every time you start a new Claude Code session, your AI has zero context about what you were working on. Same with Cursor, Cline, Windsurf. You spend …
I Built a Full Apex IDE Inside a Chrome Extension (No Java, No Local Setup)
The Problem with the Existing Apex Workflow If you've done any meaningful Apex development, you know the drill: Open Salesforce Developer Console (slo…
Two unrelated Claude Code Opus 4.8 failures hit the same week: token burn and fabricated tool results
In late May 2026, operators running Claude Code on Opus 4.8 ( claude-opus-4-8 ) filed two structurally different failures within the same few days. On…
Where Claude Code Tokens Actually Go (and How to Cut the Waste)
If your Claude Code API bill feels high, the cause is rarely too many turns. It is a handful of measurable patterns: re-reading the same files, oversi…
The Coding Agent Wrapper Is the Product Now
The model is no longer the most interesting part of a coding agent setup. That sounds wrong if you only watch demos. The demo is always about the mode…
A Fluent LLM Answer Is Not the Same as an Inspected Answer
Last time I hit a guardrail, it did not offer to repair my car. This one will not repair the car either. But it can help repair an answer that forgot …
Building Adal: predictable webhook delivery without black boxes
Hi DEV community, I'm Yuriy, a fullstack developer and DevOps engineer with 10+ years of experience. I'm currently building Adal — a webhook delivery …
Using PostAll's API to Automate Your Content Workflow: A Getting-Started Guide
I didn't set out to build a content API. I set out to stop copy-pasting. Every week, the same ritual: open a doc, stare at a blank page, write a headl…
Building a Lean, Single-Worker Broken URL Monitor for Data Pipelines
The Technical Problem: Websites Drift, Pipelines Don't Know Long-running scraping pipelines have a structural assumption baked in: the URLs you config…
I Built a Token-Free Deterministic Scorer for AI Outputs (and Why Most 'Evals' Are Broken)
Liquid syntax error: Unknown tag 'endraw'
Accept-driven development или давайте снова понимать свой код
Наверное, через это уже прошёл каждый из нас :) Где-то после полугода очень достаточно работы с агентами я стал принимать диффы быстрее, чем успеваю р…
Writing a CLAUDE.md that Claude actually follows
TL;DR — CLAUDE.md is powerful, but most people fill it with vague preferences that Claude acknowledges and then ignores. The instructions that stick a…
"Supports custom code" means nothing. Here's the 3-level ruler that tells you if a low-code platform will lock you in.
Every low-code vendor says "we support customization." But supports is a weasel word — recoloring a button is customization, and rewriting a schedulin…
Gemma 4 on Your Laptop, Claude Fable 5 Everywhere, and Terminal Wars: Dev Signal #22
This week's AI tooling news splits cleanly into two themes: local inference getting serious enough to displace cloud dependencies, and autonomous agen…
Biome v1, Go 1.26, and the Quiet Modernization of Developer Tooling
This week's releases aren't chasing AI headlines — they're fixing the friction that slows down every serious codebase. Biome landed formatter options …
How to AI Code: Your AI is editing your migration files
Intro You’re using ChatGPT or Claude to speed up development. Good. Then suddenly: your migrations are broken. AI tools love editing files they should…
The Eval Gap: Your Agent Has Observability but No Idea If It's Any Good
Here's a number worth sitting with. In LangChain's 2026 State of Agent Engineering report , which surveyed more than 1,300 practitioners, 89% of teams…
Your low-code project didn't fail because of low-code. It failed because you picked the wrong paradigm.
Everyone who's shipped an enterprise system on a low-code platform knows the arc. The first two months are euphoric — drag, drop, forms and workflows …
I Wrote 50 Claude Code Prompts and Used Them for a Week -- Here's What Actually Works
Last week I did something dumb: I sat down and wrote 50 Claude Code prompts in one sitting. Halfway through I was sure most of them would never get us…
Your low-code app is smooth in the demo and dies in production — here's why
Every low-code platform looks great in the demo. Drag, drop, ship — 50 records fly. Then it hits a real tenant with a few million rows and real concur…
ctxflow — a CLI to scaffold context files for AI coding agents
github.com/powfuu/ctxflow npmjs.com/package/ctxflow npm install -g ctxflow ctxflow → interactive menu ctxflow init → set up CLAUDE.md + docs/ structur…
Ideogram 4.0 goes open-weight, Claude finds 10k vulns, and Meta's WhatsApp agent goes global
3 AI shifts builders can act on right now Three things landed that actually change what you can ship: an open-weight image model that nails text, an A…
Closing the execution gap, Part 2: Dependency management
This is Part 2 of Closing the execution gap — a series on building jhansi.io, a cloud sandbox for AI-generated code. The first question I got after sh…
We Transpiled PineScript v6 to C++ So Backtests Are Actually Reproducible
We Transpiled PineScript v6 to C++ So Backtests Are Actually Reproducible TradingView's PineScript is the most widely used language for writing tradin…