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"Night gathers, and now my watch begins." The Night's Watch didn't exist to fight wars nobody saw coming - they existed because someone had to actually stand on the Wall and notice when something crossed it. That's the exact problem I kept running in
There's a deceptively simple bug hiding in plain sight on almost every government form, university portal, and job application site: "Upload a photo under 50KB." No API, no error message explaining why, no tolerance - just silent rejection if you're
The case centers on Tunick's use of GrapheneOS, an open-source operating system that works on Google Pixel phones and lets users enter a passcode to wipe a device clean. Read Entire Article
I have been running some experiments with smaller open-weight LLMs on multiple-choice questions of Swedish medical licensing exams. On a dataset called MedQA-SWE, GPT-4 scored 84% accuracy in 2024 and o3 scored 88% in 2025 on a smaller, overlapping d
This open-source project uses 3D printing to build the core of a portable MRI machine, although it still has a lower resolution compared to multi-million-dollar full-sized machines. One tech expert suggested that an AI model be trained on high-field
** Why modern websites must communicate with AI-not just rank in search results. ** AI isn't replacing SEO. It's changing what it means to build a website that's truly understandable. Developers Are Optimizing for Google. AI Is Watching Something Els
For months I had the same problem with coding agents: the session drops a pile of changes, and by review time I no longer know what it touched or why. The agent writes, the agent validates, the agent congratulates itself. The human signs blind. And w
Sub2API can put one Base URL in front of several AI providers and accounts. Your clients use keys that you issue, while the gateway handles authentication, routing, usage accounting, and concurrency limits. Getting the containers online is the easy p
The question Last week I had a chat conversation with a friend who has some basic understanding of what HTML and Javascript is but wasn't familiar with tools and usage from the "modern" JS ecosystem like npm . He wanted to use a third party web compo
Most LLM interfaces present a conversation as a transcript. That works until the conversation branches. One branch contains useful research. Another is a discarded hypothesis. A third is an unrelated detour. The interface may show where they came fro
Breeding calculators look simple from the outside: choose two parents and display a child. The harder engineering problem is trust. If the game changes, how does a player know which data a result came from? If a public dataset has a gap, should the c
Static sites are fantastic: fast, cheap to host, secure, and dead simple to deploy. Then a client says "can visitors email us from the site?" and suddenly you're staring at the one thing a static site can't do on its own: receive a form submission. T
Nobody has ever asked you to upstream your dotfiles. For thirty years that was the deal with every tool we touched: if you didn't like it, you changed it, and the change lived with you. Then the tools started writing the code, and the deal quietly en
The question that started this We run Claude Code against a fairly large, fairly automated repository - a farming-assistance platform with a Node.js backend, a Flutter app, a React dashboard, an in-progress Spring Boot microservices migration, and a
Hey folks 👋 If you've ever wanted to save a video lecture, a livestream replay, or a podcast episode for offline listening, you've probably run into the usual options: sketchy "online video parser" websites that ask you to paste your link into their
In May 2024, Wells Fargo fired more than a dozen employees in its wealth and investment management division. Their offence was not fraud, misconduct, or incompetence. It was the use of mouse jigglers, small devices costing roughly twenty dollars apie
Two teams can use the same model, write the same prompt, and get completely different results. The difference is often not the model. It is the repository around it. One repository gives the agent durable instructions, scoped rules, tests, linters, C
✓ Human-authored analysis; AI used for formatting and proofreading. The attack that requires no skill A subdomain takeover doesn't require exploiting a vulnerability. No buffer overflow, injection or zero-day. The attacker looks at a DNS record, chec
If you maintain more than one npm package in a single repository, you've probably felt the pain of release day. Bumping versions manually, publishing in the right order, hoping you didn't forget a step. Multiply that by four packages and it becomes a
A computing enthusiast has repurposed a very noisy and largely obsolete enterprise GPU (with lots of VRAM) for local LLM inference purposes.
Large IT projects run about 45% over budget on average. That figure comes from McKinsey and Oxford looking at more than 5,400 of them, and it is the reason a wave of tooling now promises to read your spec and tell you what it will cost. We were about
Before we go into this post I earlier planned for a different topic however in the course of my vibe experience something else came up. There is a question nobody asks when they set up a service worker: Who owns the application lifecycle? With a conv
The most reliable way to scope a custom software project without overspending is to define the business outcome, narrow the first release to essential workflows, and document assumptions before asking for estimates. Teams usually go over budget not b
The Autonomous AI Containment Challenge As enterprises increasingly deploy autonomous AI agents across their infrastructure, a critical security paradigm shift is occurring. These systems, designed to operate with minimal human oversight, possess cap
Every backup tool I've ever used tells you the same thing when it finishes: success. You get a green checkmark, an exit code of 0, and the job is done. What none of them tell you is whether you could genuinely recover your data if you needed to. I lo