cheshire_cat
Joined 12 years ago
Joined 12 years ago
"So, Should You Trust Andrew Huberman?" by Dr. Andrea Love: https://slate.com/technology/2024/03/andrew-huberman-huberma...
"Is Self-Help Guru PhD a Womanizer and Pseudoscientific Nonsense Broker? | Andrew Huberman Analysis" by Dr. Todd Grande: https://www.youtube.com/watch?v=ANW3daJggoQ
He definitely has content that is helpful to people, but there's probably better sources for the same information.
You could still use an LLM to write and extend the tests, but running the tests would be deterministic and would use less resources.
I didn't want to say that they're not cheaper to run, artificial analysis also shows that they're cheaper. My main point was about it being important to also look at token efficiency, not only cost per token, to get the full picture.
For DS4 Pro there's a discount going on for the official API, which sometimes gets overlooked and mixed up in discussions. Simon uses the full price in the comparison, so that's not an issue here.
The other issue is that DS4 Pro and K2.6 often use way more reasoning tokens than the frontier models. In my testing there are certain pathological cases where a request can cost the same as with a frontier model because they use so much more tokens. To be fair I'm using DS and kimi via 3rd party providers, so they might have issues with their setups.
But if you look at the Artificial Analysis pages of the models you'll see that DSv4 Pro uses 190M tokens and K2.6 170M tokens for their intelligence benchmark, while GPT 5.5 (high) only used 45M.[0][1][2]
I recommend looking at the "Intelligence vs. Cost to Run Artificial Analysis Intelligence Index" ("Intelligence vs Cost" in the UI). The open source models are still cheaper to run, but not by as much as you'd think just looking at the token prices.
[0] https://artificialanalysis.ai/models/deepseek-v4-pro [1] https://artificialanalysis.ai/models/kimi-k2-6 [2] https://artificialanalysis.ai/models/gpt-5-5-high
Are you using LLMs for parts of the coding?
What's your work flow when approaching a new project like this?
[0] https://leadershiplighthouse.substack.com/p/i-went-all-in-on...