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What should we do when code is cheap? Lately, this blog has featured a lot of writing about agentic coding. Frontier models are really good at coding these days, much better than they are at other tasks. Coding with agents feels like a preview of the future, a playground for seeing how far we can push agent capabilities. It’s invigorating, rewarding, and deeply weird. I’ve been keeping a running l
All You Need is Specs? Today I’m releasing whenwords, a relative time formatting library that contains no code. whenwords provides five functions that convert between timestamps and human-readable strings, like turning a UNIX timestamp into “3 hours ago”. There are many libraries that perform similar functions. But none of them are language agnostic. whenwords supports Ruby, Python, Rust, Elixir,
Managing Your Context is the Key to Successful Agents As frontier model context windows continue to grow1, with many supporting up to 1 million tokens, I see many excited discussions about how long context windows will unlock the agents of our dreams. After all, with a large enough window, you can simply throw everything into a prompt you might need – tools, documents, instructions, and more – and
Mitigating & Avoiding Context Failures Following up on our earlier post, “How Long Contexts Fail”, let’s run through the ways we can mitigate or avoid these failures entirely. But before we do, let’s briefly recap some of the ways long contexts can fail: Context Poisoning: When a hallucination or other error makes it into the context, where it is repeatedly referenced. Context Distraction: When a
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