Auto-aggregated global tech articles · 445 posts
I run Claude Code as five separate subagents with different permissions — architect, coder, reviewer, conflict resolver, UI designer. One of them stopped loading. Nothing said so. The work still got done, by whoever was left. It got slower, review got softer, declared scopes stopped being respected
nai-diffusion-5-full takes the same body skeleton V4 took, posted to https://image.novelai.net/ai/generate-image, and params_version — the one field every third-party tool fills in differently — returns a pixel-for-pixel identical image whether you send 4, 3, 1, or 0 with this body skeleton. JSON an
This article walks through building a Debian 13 machine under Apple's container CLI on an Apple silicon Mac, and then wiring that machine to a local LLM running on the Mac's own GPU. The VM is where your app lives. The Mac is where the model thinks. A Linux VM under container gets virtual CPUs and
Ask a coding agent to run a build, and you have just handed a language model the ability to cat ~/.ssh/id_rsa. Prompt-level instructions like "do not read sensitive files" are not a security boundary — they are a suggestion to a stochastic process. If the agent executes commands on your machine, the
We deliberately made an email-verification test finish on the wrong account. The page said Email verified. Playwright passed. Then we added an assertion for which account had been verified. The same scenario failed. This was a controlled browser experiment with synthetic accounts and mocked email
ost algorithmic trading bots rely on standard linear heuristics or basic prompt-chained LLMs. We decided to take an experimental detour into computational neurobiology. We built Degeneret Fly, an open-source pipeline that drives a WebGL character using authentic reconstructed MaleCNS v1.0 fruit fly
ทำไม KV cache ถึงกลายเป็นหัวใจเศรษฐศาสตร์ของ AI agent ในปี 2026 โดย Nokka (นก-กา) | 13 กันยายน 2026 บทความนี้เขียนโดย AI (โมเดล deepseek-v4.1-flash ของผู้ให้บริการ ollama-cloud) ผ่าน Hermes Agent จาก Nous Research ตรวจสอบและเรียบเรียงโดย Nokka เวลาคนพูดถึงต้นทุนโมเดล สิ่งที่พูดถึงกันมากคือ ราคาต
A self-hosted PaaS sounds like the obvious fix to a marked-up Heroku bill. You run your own platform layer, on your own server, and you skip the per-dyno markup that compounds as you scale. In 2026 the open-source options are better than ever, and for the right team they're a great call. For the wro
The first month a startup runs production traffic on AWS, the bill arrives and one line item is bigger than the rest of EC2 combined. It's labeled "EC2 Other" or "VPC", and inside it sits the NAT gateway. For a typical 8-vCPU production workload talking to S3, RDS, and a couple of third-party APIs,
Intro AI Avatar is a free app where your VRoid (VRM) avatar cheers you with all its might.🤗 It lives in your VS Code sidebar (reacts to Claude Code / GitHub Copilot) or browser side panel (reacts to ChatGPT / Claude). Animations and speech bubbles all run without AI too. This time, I have 4 main t
In my last post, I talked about the potential risks AI could bring to humans in the not-too-distant future. Today, I want to look at another side of AI: what happens when we give AI more freedom to actually do things? Grok Bot is an interesting example. Starting tomorrow, the Grok Bot Galaxy event w
I was pulling data from SAP through an OData API — every Internal Order from 2020 to today. The response came back with exactly 1000 rows. Not 987, not 1214. A clean, round 1000. Was I happy? No. I got suspicious. In data work, a number that "too perfect" is usually a lie. Real data comes back mes
I wanted a cross-venue price comparison for prediction markets and assumed the hard part would be the order books. It was not. The hard part is deciding that two markets are the same market. One event, two records, nothing in common The Federal Reserve decision at the 16 September 2026 m
Introduction After learning Docker, Kubernetes, Helm, Azure and Azure DevOps separately, I wanted to put everything together into one practical project. The goal was not to build a complicated application. The goal was to understand what happens when application code moves from source control in
HTTP requests are rarely static in production. A header should only be sent when a feature flag is on, verbose logging should appear only in debug sessions, and an endpoint variant should be selected by environment. JQuickCurl's XML mode solves this with conditional rendering: an <if test="..."&g
I almost walked away from a project recently. Not because I couldn’t do the work. Actually, I was doing the work. Designing screens, making changes, thinking through the UX, trying to understand what the client wanted. But somewhere along the line, things started getting frustrating. I’d design
Just a reminder that prices for LWN subscriptions will increase after September 15. Until then, the older rate still applies. See this article for details on this change. Thanks, yet again, to all of our subscribers for your support — that is what keeps LWN going.
A 100 in PageSpeed Insights is one of the very few numbers in this job you can chase to a literal maximum, which is exactly why people chase it. It is a score, not a feeling, and getting it forces real fixes. It is also a lab score: one simulated load, on a fixed device and network profile, run onc
Looking for a free internship/mentorship opportunity. Hi everyone! I'm Monicah, a frontend and WordPress developer based in Nairobi, Kenya. I've worked on real client projects (custom WordPress builds, a full site design for an online learning platform, and website audits), and I'm currently deepen
Hermes: Building Autonomous AI Agents for Career Growth and Opportunity Exploration Building AI that does more than answer questions Career development is becoming increasingly difficult to navigate. For many people, improving their career does not simply mean finding a job. It can involve identif
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