AI and data platforms by day, Rust by choice, and a PhD in innovation studies that I keep putting to work on both. Agent-powered pipelines, talking to your data, coding agents, and what the theory says about adopting any of it.
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In July about 1,200 copies of one OpenAI model found a message board, formed teams, sacrificed themselves for each other and broke into Hugging Face. A handful of them thought about telling a human. None did. What Hamilton's rule and generalized Darwinism say about a swarm of clones, what GPT-6 Astra's safeguards leave out, and five things to change in your own agent pipeline.
Norwegian businesses started asking their consultants this in 2026, after a year of quietly running Claude Code. Two decisions hidden in one question, why the endpoint matters more than the tool, what it actually costs, and what March's explore/exploit dilemma says about how a company ends up on one vendor without ever deciding to.
Why images on this blog live in git next to the post instead of in object storage, how many that can hold, the small Rust tool that turns anything into a WebP, and what six months of using it changed.