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Writing

Longer thoughts on AI, agents, and the occasional idea that sounded smart at 2am. No paywall. No newsletter guilt-trip. Just words.

Sovran

Sovereign environments. AI agents that never need the open internet—or someone else’s model API.

AgentsExperimentsDevOpsPrivacy
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LLM-scaffolding

Chat won't be the future UI. Here's an experiment in AI-centric interfaces — a calculator so slow it makes you question your life choices.

AgentsExperimentsUI
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x³ as a non-linear unit

I tweeted a crazy ML idea and got no response. Turns out I wasn't crazy — just late to the party by about a decade.

Machine LearningExperiments
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