Prepare for the fastest AI advancement in history.
GPT Astra, Fable 5.1, and Grok 4.7 are all shipping in September.
And here is what people are missing.
Fable 5 is an OLD model now.
GPT 5.6 Sol was not even a new pretrain.
Grok 4.6 is only 1.5T parameters.
Everything you think is frontier right now is last generation.
an overlooked reason the leading data cos won't capture the whole market is they can't retain talent. there's a new person leaving mercor to spin out and sell data independently every week
itβs so obvious why prime intellect and openenv are losing to harbor:
1. they are crazy open source, through and through (qa + task iteration done fully in git PRs), easy to trust
2. simple af to understand the sdk
3. have the other widely used βstapleβ benchmark, terminal-bench, besides swe-bench
prime intellect: no one gaf about their benches until recently, and donβt have open source beyond the sdk
openenv: no known bench or open source beyond sdk. somehow they have all the big vendor logos on their repo but ev still silently using harbor
biggest issue with data vendors: overpromising and underdelivering
this is obvious, but many ignore it. you'll pitch a lab a higher volume/capacity than you can actually do, and then you have to decide between shipping not much high quality data (disappointing) or a ton of shit unusable data (even worse)
have seen so many companies hardly make it through the pilot, and proceed to fail the scale-up when they do