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The sensor isn't in the main compartment, it's in the back reading the water (not a specific bowl or other item)

Why not just wrap the tool so that when the LLM uses it, the wrapper enforces the OTP? The LLM doesn't even need to know that the tool is protected. What is the benefit of having the LLM enter the OTP?

Yes could do that, I think it makes things more complex though because then the tool is less plug and play and the thing calling it would need to handle it

Is that cheating, or is that just working smarter not harder?

The interesting aspect of the ongoing tests I feel is seeing how models can plan out an image directly using SVG primatives solely through reasoning (code-to-code). If they have a reference then it's a different type of challenge (optimizing for a trace).

Other comments suggest that the Agents.md is read into the system prompt and never leaves the context. But it's better to avoid excessive context regardless


Getting the context full to the point of compaction probably means you're already dealing with a severely degraded model, the more effective approach is to work in chunks that don't come close to filling the context window


The problem is that I'm not always using it interactively. I'll give it something that I think is going to be a simple task and it turns out to be complex. It overruns the context, compacts, and the starts doing dumb things.


If you're a developer, try NixOS. The code based configuration can be daunting but LLMs are very good at writing it.


Not sure it's good as a starter distro, but other than that I agree. I was put off NixOS for a long time despite loving the principles behind it. Then a few weeks ago I had ChatGPT give me a short course on it, including flakes and the basics of the Nix language. I completed that in a few hours and achieved more than I ever had reading the Nix docs and blogs etc. Now I'm able to use an LLM to help me write flakes while also understanding what it is doing (I'm not a fan of blindly using AI generated code).


That's what I'm getting at - the nixos learning curve is flattened out completely with LLMs to the point that I do recommend it as a starter distro for anyone technically competent (as it's still crucial to actually read and understand what the LLM produces)


Sure, and the people who live near oceans can just sell their houses and move as sea levels rise.

People forced to migrate due to fresh water scarcity will migrate to where fresh water can be found, which is likely where other people already are, increasing pressure on the increasingly scarce water and other resources in that area, driving conflict, disease, famine, further migration into increasingly stressed areas and leading to social and ecological collapse across the board.

Access to reliable fresh water is foundational to stable society.


Savvy move by cloudflare, once they have enough sites behind their service they can charge the AI companies to access their cached copies on a back channel


It's not just the grammar; it's the tone of voice. The result? A post that reads like nails on a chalkboard.


You’re getting downvoted, but I see it as well. It’s not correctness — it’s an accumulation of tells.

The brutal truth: this is reality, stop pretending it isn’t.


He does lots of different voices, it's very good


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