Nodir's notebook
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Engineer πŸ‡ΊπŸ‡ΏπŸ‡ΊπŸ‡Έ

The views are my own and do not represent my employer.
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don't let AIs help you spiral into your craziness. if you are vulnerable to that, don't use sycophantic AIs
https://thezvi.wordpress.com/2025/09/16/ai-craziness-notes/
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what an idiot. i mean, the fact that he is an idiot is not new, but this is the new level
https://x.com/whitehouse/status/1969147079478989220?s=46
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OpenAI released a new eval that measures performance on economically valuable, real-world tasks across 44 occupations.

https://openai.com/index/gdpval/
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You can now connect Slack to Claude. It can search your workspace channels, DMs, and files/gdocs to provide context for deep work.

You can also connect Claude app to slack, e.g. ask something in the app and claude can read your slack, search info there, etc.

Video below

https://x.com/claudeai/status/1973445694305468597?s=46
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πŸ¦€ i recommend spending a year with Rust

i don't think i can explain all the reasons why do that in a way that's both short and clear. most likely i'll lose the reader in the middle of the post before i'd get to the point. it is only after some first-hand prolonged experience of learning the Rust way you start getting it.

just trust me on this 😎 go ahead and do yourself a favor

fair warning: first 6mo can be painful, but we have LLMs now that help a lot
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haiku 4.5 (just released) is as smart as sonnet 4.0, but it's 2x faster and 3x cheaper. i've been using it in claude code for a while (primarily because of speed) and i can recommend it. i use it more often than sonnet 4.5 and definitely more than opus

https://www.anthropic.com/news/claude-haiku-4-5
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Addressing seemingly common misunderstanding.

- Sonnet 4.5 is smarter than Opus 4.1.
- Haiku 4.5 nearly as smart than Sonnet 4.0

how come? Scaling laws suggest that the intelligence of models grows with scale (aka the bitter lesson). We increase training scale all the time, so it is not surprising that a newer model is more intelligent than an older model.

Besides, smaller models are:
- much faster, so you are getting more done
- cheaper, so your quota lasts longer
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per aspera ad astra!
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RIP coding

I started coding approx 26-28 years ago. There were many months that i wrote code every day. It was my main hobby. I no longer write code and I don't think I will.

I still produce a lot of code, but i don't type it myself. I mostly direct agent(s) and review their code

It was fun πŸ«—πŸ«‘
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Claude as a Compiler

I often operate on spec files.
- I describe a key idea to Claude and ask it to write a spec file in Markdown
- Claude reads existing files and documents and writes a spec based on my idea
- I review that spec. We iterate on it.
- I ask Claude to write tests that cover the spec 100%. Whether this is actually possible depends on the project, e.g. how easy it is to establish an edit-debug-test loop. These tests serve as the success criteria or a burn down list
- I ask Claude to implement it and to keep working until those tests pass.
- I ask what are the limitations of the solution and how they can be addressed, e.g. is the solution generic. We iterate more, often until it is fully implemented
- Sometimes we leave some tests ignored because the feature is too large to implement in a single change. They serve as documentation of the current limitations

I might or might not read the code, depending on the criticality of the project. I am 70% confident that I'll stop reading code this year and 95% confident this will happen within 2y.

Spec files become the key source files I need to focus on. The executable code is becoming a derivative. The spec files stay in the source control for other Claudes to read.
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