AI & Machine Learning

You Think Your Cloud Is Safe. GitHub Actions Is Quietly Handing Over the Keys.

GitHub’s OIDC integration feels like a secure, keyless utopia, but it’s actually an ambient-authority nightmare. Because OIDC tokens are scoped to the workflow rather than the specific job or action, any compromised step can silently mint tokens for your cloud. It’s a massive lateral movement risk hiding in plain sight.

Stop Defending Local AI Models. They’ve Already Lost.

Local AI models won’t win; they’ll become an expensive hobby. The classic argument that PCs beat mainframes fails for AI because cloud APIs have compounding advantages: they improve faster, get cheaper, and absorb feedback loops that local hardware can’t match. If you build on local models for independence, you aren’t creating a moat—you’re taking a costly nostalgia trip.

The Man Building Your AI Future Has No Idea What Makes Life Worth Living

Zuckerberg’s AI vision treats human life as a logistics problem to be optimized—grief, boredom, and messiness are bugs to be eliminated. But meaning lives in the mess. When the person designing your digital future has a thinner conception of human flourishing than the people using it, his blind spot becomes the default architecture of your life. This isn’t a personality issue. It’s a design constraint imposed on billions.

I Reverse-Engineered Codex’s Web Search. The AI Moat Is a Lie.

Reverse-engineering Codex’s web search to work with Claude and local models reveals an uncomfortable truth: the value isn’t in the model weights, but in proprietary infrastructure. While the tool requires an active ChatGPT login—making it both liberating and locked—it proves that the real AI moat is control over live search and authentication. Small developers can outsmart giants by re-appropriating these closed rails.

Claude’s New Watermark Is a Death Sentence for AI SEO Spam

Anthropic’s Claude is rolling out watermarks, and the SEO world is panicking. But the real threat isn’t the watermark—it’s the invisible dependency on synthetic text. Watermarking gives search engines the perfect technical signal to demote AI filler, making genuine human expertise the only viable SEO strategy left.

Reading Isn’t Dying Because of Screens. It’s Dying Because of Writers.

The death of reading isn’t caused by screens or shrinking attention spans — it’s caused by an oversupply of writers. In 2025, over four million books were published in the U.S. alone. When anyone can publish, publishing stops signaling value. The unread bookshelf isn’t your personal failure; it’s a systemic symptom of a culture that confused production with meaning. Your attention is the only scarce resource left. Guard it.

Stop Writing FFmpeg Commands. Start Compiling Them.

Most developers treat FFmpeg as a black-box CLI tool, endlessly chaining together unreadable command-line flags. But its filtergraph is actually a rich domain-specific language. With Bioscoop—the first source-to-source compiler targeting FFmpeg’s filtergraph syntax—we can finally stop writing video processing ‘spells’ and start compiling high-level abstractions into bare-metal performance.

The London Underground Is Building a Panopticon, and You’re Supposed to Thank Them

The UK’s expansion of live facial recognition on the London Underground isn’t about catching serious criminals—it’s a beta test for normalizing mass surveillance. By trading anonymity for the illusion of safety, we are accepting a high-tech resurrection of pseudoscientific bias and the slow death of public anonymity.

The 2-Second Task Quietly Destroying Your Developer Focus

We spend thousands on AI and complex automation to improve developer productivity, yet we ignore the micro-frictions that bleed our focus dry. Manually copying and editing URLs between staging and production is a cognitive tax. Fastpath is a tiny browser extension that eliminates it, proving the best workflow improvements come from killing the dumbest tasks.