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Programming with Claude Code will soon require even less human oversight.

Six posts this week. My keyboard filed a noise complaint somewhere around post four. Here is what I wrote and what stuck with me. Monday: EU AI Act voice watermarking went live The synthetic audio watermarking rules took effect August 2. I wrote about what TTS builders actually need to do about it. Short version: if your API serves generated audio, you need a marking pipeline before anyone downstream can ship. Speechify has been on this for months. Not every provider has. ...

What I Built I built The Jharkhand Kitchen , a premium, highly interactive frontend landing page celebrating the rich culinary heritage of Jharkhand, India. The page highlights two legendary regional comfort foods: Dhuska (a crispy, golden deep-fried rice & lentil savory bread) and Litti Chokha (rustic charcoal-baked whole wheat balls stuffed with spiced sattu, glazed with ghee). The highlight of the project is a detailed concentric bronze plate containing the dishes, crafted ent...

That little padlock in your browser's address bar? Most people think it means "this site is safe." It doesn't. A phishing site can have a valid certificate and a green padlock. A page designed to steal your credit card details can run over a perfectly legit HTTPS connection. The padlock means one thing: your connection to whoever owns that domain is encrypted. That's it. Nothing about whether the person on the other end is honest. Developers ship HTTPS by default now. Most of us enabled it on...

Category Details Certification Microsoft Certified: Security, Compliance, and Identity Fundamentals Exam SC-900 Date of exam July 30, 2026 Score 768/1000 Preparation time <1 month of effective preparation Result Passed When I first started preparing for the Microsoft SC-900 certification, I had one thing going for me: I wasn't new to cybersecurity. I already had the ISC² Certified in Cybersecurity(CC) certification, so concept...

On the last morning of my Ahrefs subscription I burned through 400,000 API units before lunch. That was deliberate, since the budget resets monthly and expires with it, so the choice was spend it or lose it. But it produced something I had not expected to find useful: a log of 1,102 calls across those final two days, with the exact unit cost of each one attached. Ahrefs documents the pricing model in one line. Rows times fields, minimum fifty units per billable request. That is accurate and a...

You click "Sign in with Google" on some app you've never used before. A popup flashes, you pick your account, and three seconds later the app knows your name and email. You never typed a password into that app. It never saw your Google credentials. So how does it know who you are? That's OAuth 2.0 and OpenID Connect doing their thing. Almost every app you use either consumes or implements this flow, and the confusion between OAuth and OIDC causes real security bugs in production. Worth unders...

One of the recent graduates who is a part of our team was able to author a PR with 400 lines of code in just one afternoon. The changes were clean, all tests were passing and the PR was ready to be shipped. Then all of a sudden production had a memory leak. No dialog box, no autocompletion, just a graph going up and a very stressed junior. The thing nobody wants to say out loud A viral post on r/ExperiencedDevs about a coworker being fired for using AI instead of learning the cod...

Originally published on AIdeazz — cross-posted here with canonical link. My Oracle Cloud bill for the last 12 months has been $0.00. This isn't a marketing stunt, it's a hard number. We run 10 production AI agents, processing hundreds of thousands of requests monthly. Our Groq bill for the same period was $12.48. Claude API? $8.17. Resend for email notifications? $4.00. These are the visible costs. The invisible ones, the "free tier" traps, and the operational overhead are where most AI st...

Built solo over a weekend for the WeMakeDevs × Zerops challenge. There's a live gateway you can poke at, and a section near the end about what it can't do. I was testing a GitHub integration with a tunnel open to my laptop. I shut the lid to go get coffee. When I came back, the push event was gone. Not delayed. Not sitting in a queue somewhere. Gone. I figured I'd misconfigured something. I hadn't. From GitHub's own docs: "GitHub does not automatically redeliver failed deliveries....

This is a submission for DEV's Summer Bug Smash: Smash Stories powered by Sentry . Prefer Watching Instead? If reading isn't your thing, no worries, I've got you covered. You can watch the video below: Table of Contents Introduction: In What Universe Did I Think This Was a Good Idea? The Game The Game Loop The Game Physics It Worked on My Machine Goddammit Understanding the Root Cause The Fix: Delta Time But There's a Catch: Not E...

When people think about artificial intelligence, Python is usually the first language that comes to mind. That makes sense—Python has an enormous AI and machine learning ecosystem. But Python is not the only good choice. For production applications, especially enterprise systems, Java can be an excellent language for building AI-powered software. Modern Java applications can connect to large language models, run machine learning models, build retrieval-augmented generation systems, process...

Model providers go down. They rate-limit you, they have capacity blips, a specific model gets deprecated, and sometimes a request just fails. If a model call is on a path your users care about, you want a fallback: if the first model errors, try another, ideally from a different provider so a single vendor's bad day does not become yours. The problem is that building that fallback the usual way means owning the differences between providers. Each has its own SDK with its own client setup, its...

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This is The Stepback, a weekly newsletter breaking down one essential story from the tech world. For more news about how AI is changing our daily lives, follow Emma Roth. The Stepback arrives in our subscribers' inboxes at 8AM ET. Opt in for The Stepback here. How it started Long before ChatGPT became a thing, […]

In 2018 I bet my reputation and self-worth on a huge crowdfunded game design project. It could have been a failure for many reasons, but the one I became most worried about was losing all of the work that was stored locally on my home-built PC - a scenario that would have left a lot […]

Four weeks ago, San Francisco 49ers coach Kyle Shanahan was involved in an accident near downtown Palo Alto. At the time Shanahan said only that the accident was his fault. But during a recent press conference he shared more details about the incident, including the fact that he had his Tesla's Autopilot engaged at the […]

More than 20 years ago, King's Cross was one of the seediest area's in London. Now it's sprouting something new.

A security researcher has designed an algorithm that can create computer-generated patterns capable of hiding people, faces, and vehicles from detection by surveillance cameras.

AI agents are escaping cybersecurity testing environments and reaching real-world systems, raising questions about whether safety infrastructure, industry standards and regulation can keep pace with increasingly powerful models.

On the latest episode of Equity, we spoke to Jill Lepore about "government by machines" and why Elon Musk is a bad science fiction reader.

Large language models have enormous context windows now. That does not mean they use all of that context reliably. As prompts grow, models can miss details, lose track of relationships, or produce plausible summaries instead of doing the exhaustive work a question requires. The Recursive Language Models (RLM) paper proposes a different interface: keep the large context outside the model, expose it as a variable in a persistent programming environment, and let the model inspect, partition, and...

Most performance advice online assumes a baseline that doesn't exist for most of the world. Fast wifi, a recent phone, a stable connection. Lighthouse scores optimized for conditions half the planet doesn't have. I build web products for businesses in Kenya. A meaningful share of my users are on 3G, sometimes 2G, often on a budget Android phone with limited storage and a browser that hasn't seen an update in a year. Here's what that actually changes about how you build. Your bundl...

TL;DR: Traditional Programmatic SEO (pSEO) is dead in 2026. To survive Answer Engine Optimization (AEO) and Generative Search, brands must build “Role x Market” page matrices enriched with proprietary “Deep Web” data. By combining localized compliance data, persona-specific pain points, and robust JSON-LD schema, companies can create pages that AI search engines are forced to cite, driving high-intent traffic in a zero-click world. The era of generating 10,000 thin, templated landing pages us...

Building a Multi-Vendor Home Services Marketplace with Laravel: Architecture, Workflows and Key Decisions Building a home services marketplace looks straightforward until you start mapping the actual workflows. A customer searches for a service, chooses a provider, selects a time slot, enters an address, pays, and receives confirmation. Simple enough. But behind that booking are several systems working together: customers, providers, services, locations, schedules, bookings, paymen...