> 7 day battery life
Been using the fitbit air since day 1 and it never died on me. Charge it when I shower.
The only issue is the fabric strap is getting dirty, and the sensor gets a bit dirty (dead skin, etc.) compared to an Apple Watch.
Other than that, it's spectacular, and now with Apple Health, it's on par if not better than the Apple Watch. apple health only synced to the 4-5 of July, though. :/
Why do the cache hit rates seem to vary so much between harnesses?
I use pi, which is very minimalist, and I get a hit rate of ~99%. Paying like $1 a day for Flash. Yet, the hit rate mentioned on OpenRouter is only ~79%.
Yes hit rate does vary by harness and by how you use the harness. If you use subagents, for instance, they will start with a whole new context created by the main agent, and this will not be cached. If you mostly use the main agent with Pi, you’ll have high hit rates and low costs. Sometimes agents do “cache busting” things where they’ll move around some of the text in the context to try to keep old instructions from being forgotten, thus keeping the agent on task, and this will bust the cache. I’ve heard, but not validated myself, that Open Code has some issues with this.
BTW, this is one of the things that I really like about Pi. It’s very simple and thus very predictable.
Some harness (cc) injects system messages in the middle, this kills the cache as the model provider moves the system to the top and concatenate them together. Use homemade proxy, you will get same 99% hot rate with even cc.
Am I parsing the providers correctly that if I want a US-based zdr provider that offers the best price and performance that is currently Cloudflare and no longer Fireworks (which is that it was with the previous version)?
I don't like this, but I understand it.
I've contributed to the LB project several times, and I have made friends IRL with people who have also contributed to the project. ( we are now friends at uni )
It feels like a stepback because instead of 30-45 contributors every month, you have 15...
i feel like there should be a way to trust a PR ID verification or in-person verification at FOSDEM/DEFCON/Chaos Communication Congress,UNI's, for example.
> i feel like there should be a way to trust a PR ID verification or in-person verification at FOSDEM/DEFCON/Chaos Communication Congress,UNI's, for example.
They probably could do that as part of the hiring process.
I’m quite certain that a few months ago, some problems were claimed to be solved by AI. However, those claims were actually false and were exactly that, solved erdos problems that were not marked as solved and the solution was "found" by AI.
The corollary is that this is a very valuable capability of AI!
The ability to find incredibly obscure facts and recall them to solve "officially unsolved" problems in minutes is like Google Search on steroids. In some sense, it is one core component of "deep expertise", and humans rely on the same methodology regularly to solve "hard" problems. Many mathematicians have said that they all just use a "bag of tricks" they've picked up and apply them to problems to see if they work. The LLMs have a huge bag of very obscure tricks, and are starting to reach the point that they can effectively apply them also.
I suspect the threshold of AGI will be crossed when the AIs can invent novel "tricks" on their own, and memorise their own new approach for future use without explicitly having to have their weights updated with "offline" training runs.
Other than that, it's spectacular, and now with Apple Health, it's on par if not better than the Apple Watch. apple health only synced to the 4-5 of July, though. :/