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Armin Ronacher's Thoughts and Writings

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The more I work with large language models through provider-exposed APIs, the more I feel like we have built ourselves into quite an unfortunate API surface area. It might not actually be the right abstraction for what’s happening under the hood. The way I like to think about this problem now is that it’s actually a distributed state synchronization problem.

At its cor...

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I felt like it might be a good time to write about some new things I’ve learned. Most of this is going to be about building agents, with a little bit about using agentic coding tools.

TL;DR: Building agents is still messy. SDK abstractions break once you hit real tool use. Caching works better when you manage it yourself, but differs between models. Reinforcement ends ...

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It’s probably no surprise to you that we’re building agents somewhere. Everybody does it. Building a good agent, however, brings back some of the historic challenges involving durable execution.

Entirely unsurprisingly, a lot of people are now build...

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Plenty has been written about how hard it is to build in Europe versus the US. The list is always the same with little process: brittle politics, dense bureaucracy, mandatory notaries, endless and rigid KYC and href="https://en.wikipedia.org/wiki/Anti%E2%80%93money_la...

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In August I wrote about my experiments with replacing MCP (Model Context Protocol) with code. In the time since I utilized that idea for exploring non-coding agents at href="https://ea...

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