🌍 Dev.to

Sprint 7 closed: Engineering Agents

Sprint 7 is closed . The goal was specialized engineering agents — architecture, code review, documentation, debugging, and onboarding — built on skills, memory, and MCP. Agents gather evidence and return structured briefings; they do not call external LLMs. What Sprint 7 delivered @meronq/agents — types, registry, context gathering, runner Five built-in agents — architecture , code_review , documentation , debugging , onboarding MCP + CLI — agent_l...
🌍 Dev.to

Our AI autopilot merged nothing for 3 days — the culprit was a review 'freshness' check

At Codens, we run our development on AI agents around the clock: a PRD becomes tasks, agents implement them and open PRs, an AI reviewer approves, and approved PRs merge automatically. Humans mostly read the reviewed output and the notifications. That was the idea — until one morning the dashboard showed zero completed tasks for three days straight . "Autopilot is down." Except it wasn't. Every component checked out healthy. Plans were being generated. Tasks were being submitted. Agents w...
🌍 Dev.to

An AI wrote a working operating-system kernel from scratch in 38 minutes

An Anthropic model built a bootable operating-system kernel from an empty folder in roughly thirty-eight minutes of compute time, across about two hundred unassisted back-and-forth turns. The kernel boots inside an emulator and passes its own built-in tests — a task normally requiring months of specialist work. Key facts What: A blow-by-blow log shows one of the now-suspended models building bootable low-level systems code from an empty folder -- the kind of feat that made r...
🌍 Dev.to

The Most Dangerous Code in Your Repo Is the Behavior Nobody Can Prove

We spend a lot of time arguing about code quality. Is it clean? Readable? Tested? Too clever? AI-generated? All fair questions, but I think we're missing a more important one: Can the repository actually prove what this behavior is supposed to do? Not the developer. Not the product manager. Not the person who has been on the team for four years and somehow knows that this weird edge case is intentional. The repository itself. Because when a system gets old enough, "how it works" and "...
🌍 Dev.to

The quiet race to turn messy documents into AI-ready text

Mistral introduced a new version of its document-reading model as a hosted OCR service, and the open-source project MinerU has been climbing fast on GitHub doing a similar job you run yourself. Both aim to convert messy PDFs into clean, structured text that AI systems can actually use, and that progress matters because bad document reading silently caps the quality of everything built on top of it. Key facts What: Mistral released a new document-reading model the same week a...
🌍 Dev.to

Merge, split, and watermark PDFs from your app with one API (no native libraries)

If you've ever had to merge a few PDFs, stamp a "CONFIDENTIAL" watermark, or turn a stack of images into a single PDF on the server , you know the pain: pdf-lib , pdftk , ghostscript , native binaries that won't install on your host, and an afternoon gone. Here's a lighter option: a small HTTP API that does the common PDF jobs for you. You POST a file, you get a PDF back. No dependencies, no native build steps, works from any language. I'll show merge, watermark, and images-to-PDF w...
🌍 Dev.to

Multilingual emails from a Stripe webhook — inferring language from currency

A subtle trap of taking a SaaS international: the system emails sent from your Stripe webhook . Purchase confirmation, renewal success, payment failure, plan change — four kinds of emails triggered by Stripe events. We recently discovered all four had been hardcoded to Japanese for months, sending Japanese receipts and failure notices to English-paying users overseas. The kind of bug that quietly persists forever unless you go looking. This post walks through the currency-based language i...
Apple's AI Push Isn't the Only Thing Getting Users Excited About iOS 27
🌍 HackerNoon

Apple's AI Push Isn't the Only Thing Getting Users Excited About iOS 27

This week's 3 Tech Polls newsletter examines HackerNoon readers' favorite iOS 27 features alongside prediction market sentiment on Apple's foldable iPhone plans and future hardware releases. Together, the polls suggest Apple's biggest strength may be making emerging technologies feel ready for everyday users.
75 Blog Posts To Learn About Penetration Testing
🌍 HackerNoon

75 Blog Posts To Learn About Penetration Testing

Let's learn about Penetration Testing via these 75 free blog posts. They are ordered by HackerNoon reader engagement data. Visit the Learn Repo or LearnRepo.com to find the most read blog posts about any technology. Penetration testing, or pen testing, is a simulated cyberattack against a computer system to check for exploitable vulnerabilities. It matters for proactive cybersecurity, helping organizations identify and patch weaknesses before malicious actors can exploit them. 1. Cros...
The TechBeat: Why Data Sovereignty is the Key to Personalized Medicine (7/1/2026)
🌍 HackerNoon

The TechBeat: Why Data Sovereignty is the Key to Personalized Medicine (7/1/2026)

How are you, hacker? 🪐 Want to know what's trending right now?: The Techbeat by HackerNoon has got you covered with fresh content from our trending stories of the day! Set email preference here . ## The Man Who Got Himself Back By @huckler [ 9 Min read ] How I built PC Workman 1.8.0 - an offline system monitor that learns your machine - across a twelve-month, build-in-public year. The note and the story. Read More. Voice agent APIs in 2026, compared: which one actually ...
How to Play KPR's New Eden Dreams
🌍 HackerNoon

How to Play KPR's New Eden Dreams

This beginner's guide explains every major system in New Eden Dreams, including parts collection, crafting, drone orders, XP progression, Pamp's Portal, leaderboards, Keycards, multipliers, and team play. It also provides background on the game's story and offers practical tips for understanding its progression loop.
How to Connect AI Agents to Live Web Data With Bright Data's MCP Server
🌍 HackerNoon

How to Connect AI Agents to Live Web Data With Bright Data's MCP Server

Your AI agent doesn't have a reasoning problem: it has a vision problem. Without access to live web data, even the smartest model is a well-dressed historian. But the fix isn't a better model: it's a data layer based on the MCP protocol. In this article, you'll learn why web search tools fall short, why MCP is the right managed data layer, and how to wire it all up with Claude Desktop in practice.
Yes, Websites Can Detect Your VPN. Here's How
🌍 HackerNoon

Yes, Websites Can Detect Your VPN. Here's How

VPNs hide your IP address and encrypt your traffic, but they don't make you invisible. This guide explains how websites detect VPN users through IP reputation databases, browser fingerprints, DNS, IPv6, and WebRTC leaks, then walks through practical steps—including IPVanish features—to reduce your digital footprint.
HackerNews

Proliferate (YC S25) Is Hiring

Article URL: https://www.ycombinator.com/companies/proliferate/jobs/mMHvKR9-founding-product-engineer Comments URL: https://news.ycombinator.com/item?id=48753045 Points: 0 # Comments: 0
HackerNews

Qualcomm Linux 2.0

Article URL: https://www.qualcomm.com/developer/blog/2026/06/qualcomm-linux-2-now-available Comments URL: https://news.ycombinator.com/item?id=48753069 Points: 31 # Comments: 3
HackerNews

I Left Harry's All-Night Hamburgers

Article URL: https://escapepod.org/2013/09/14/ep413-why-i-left-harrys-all-night-hamburgers/ Comments URL: https://news.ycombinator.com/item?id=48753220 Points: 39 # Comments: 7
HackerNews

Chip Off the Old Block

Article URL: https://www.astralcodexten.com/p/chip-off-the-old-block Comments URL: https://news.ycombinator.com/item?id=48753524 Points: 18 # Comments: 0
HackerNews

ZCode – Harness for GLM-5.2

Article URL: https://zcode.z.ai/en Comments URL: https://news.ycombinator.com/item?id=48753715 Points: 127 # Comments: 180
HackerNews

The Underhanded C Contest

Article URL: https://underhanded-c.org/ Comments URL: https://news.ycombinator.com/item?id=48754080 Points: 18 # Comments: 2
🌍 TheVerge

My favorite Kindle alternative is $30 off after a recent price increase

Kobo recently raised the price of its Libra Colour e-reader to $259.99, but today’s deal effectively erases that hike. The company, Best Buy, and Target, are all selling it for its old $229.99 price as part of broader sales, making now one of the best times to grab my favorite alternative to Amazon’s Kindle. If […]