Viewing profile — hagen8

Cached input tokens are what drives most costs.

Wrong. They are commonly used by millions.

Check out academic papers about: 1. Hierarchical skills, workflow, skill learning 2. Meta Harness, self-learning harnesses 3. Trace/trajectory representation 4. Common agentic benc…

Check out https://agents-last-exam.org/ there is still room for improvements!

There are certain physical limits. Calculations need to be done. Either less calculations are necessary for the intelligence, or u accept less intelligence. But there is a limit in…

Most importantly, after entering the elevator. First press the close button and then the floor. That way u, safe the time of pressing a button as the door is already closing.

Where are the sources for that?

This is the claude code frontend-skill.

Just switch the model, its not that much effort tbh. And u can also get a cheaper model than 2.5 lite for the same intelligence

This will soon happen with theoretical physics, computer science, and everything which can be verified cheaply. Then, we will have long running projects augmented by agents for 2-4…

Inference costs will go down massively once they use the upcoming GPUs. I estimated that a model like GLM5.2 will be around 0.03USD/M output tokens in 2 years when the Feynman GPUs…

Some ppl don't like to hear it. But I would assume that token costs when using an inference provider are cheaper than electricity of using locally. If we just take into account out…

In my opinion Opus is waaayy better in agentic orchestration. It feels like it can natively deal with multiple subagents whereas gpt needs to be taught extensively.

This is way to complex... Why don't just use some harness which manages all that and give u a good UI?

Well, the question is what is contributing to the usage. Because as the context grows, the amount of input tokens are increasing. A model call with 800K token as input is 8 times m…

Did u use the API or subscription?

They will sooner or later change that policy or get very slow in keeping up.

But does it use the same agent harness? Because the harness determines the behavior a lot.

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