buildOne report1 publisher NVIDIA let an optimizer agent find the four token savers in its SoL-Pi harness for Pi
NVIDIA released SoL-Pi, an MIT-licensed Pi extension with four token-saving harness mechanisms that an optimizer agent found. A dev.to review puts the saving near one third on long sessions, bought with a few lost solves.
Reality
- Evidence45
- Adoption
- Not scored
- Hype gap+20
- Incentives
- Not scored
- Confidence45
Twenty-two authors, including chief scientists from OpenAI, Anthropic, Microsoft and Meta, asked governments in a Sept. 28 paper to require reporting on how far labs have automated their research and to embed independent auditors inside some firms.
Perspective Coverage
3 publishers
- Builder
- Builder 23%
- Operator
- Operator 42%
- Investor
- Investor 35%
Reality
- Evidence60
- Adoption15
- Hype gap+25
- Incentives55
- Confidence60
Hinton, Bengio and lab researchers ask governments to prepare for AI that speeds up its own research
Geoffrey Hinton, Yoshua Bengio and OpenAI and Anthropic staff urge audits and pause powers, saying AI could fully automate some research projects by 2028. They say the self-reinforcing loop has not started yet but could compress years of progress into months once it does.
Reality
- Evidence40
- Adoption
- Not scored
- Hype gap0
- Incentives
- Not scored
- Confidence40
The company says it met its September target for an intern-level research assistant, though the announcement names no evaluator and no finished piece of work, which leaves the March 2028 date as the thing outsiders can actually check.
Reality
- Evidence30
- Adoption12
- Hype gap+45
- Incentives70
- Confidence60
buildOne report1 publisher Post-training agents pick their strategy before they run a single experiment
An empirical study of publicly released PostTrainBench trajectories finds the training strategy is fixed at step one and the whole remaining budget goes on local tweaks, with scaffolding and human hints improving execution and leaving that pattern intact.
Reality
- Evidence58
- Adoption20
- Hype gap+12
- Incentives35
- Confidence55
buildOne report1 publisher The judge went synthetic first, which tells you which part of your pipeline is next
Latent Space dates five flips from human-made to model-made since 2022. The order they happened in predicts more than the annual cadence the essay claims for it.
Reality
- Evidence42
- Adoption58
- Hype gap+32
- Incentives55
- Confidence48