Raw notes on AI in production, real agentic systems, and what actually works for the startups we work with.
↳ 2003 notes
Vibe coding can help you ship a MVP in a day—or drown you in fragile code and security holes. Here’s how to keep the speed without falling into infinite slop.
Users report TikTok login failures days after a US deal avoided a ban. It’s not “just a bug”—it’s a wake-up call about platform dependency and operational resilience.
In 2026, ChatGPT (GPT-5.2) started citing Grokipedia, xAI’s AI-written encyclopedia. It’s a signal of a bigger shift—and a “LLM grooming” risk. Here’s how to keep your ops safe.
A Reddit post claims an OpenAI engineer barely codes anymore—he merges AI-generated branches. Beyond the hype, here’s what it changes for your speed, costs, and engineering process.
Palantir promises efficiency, critics fear surveillance and opacity. From the NHS to councils and defense, here’s why UK public-sector deals are so controversial—backed by recent numbers.