buildOne report1 publisher Nvidia's MaxLPS trial at Nscale ran 192 GPUs against a 140-GPU static baseline
Nvidia says DSX MaxLPS power sharing fits up to 40% more GPUs in the same approved power budget, citing an Nscale trial of 192 GPUs against 140. The gain holds only while GPUs rarely peak together, and each operator has to measure that on its own fleet before buying hardware against it.
Reality
- Evidence45
- Adoption12
- Hype gap+25
- Incentives80
- Confidence50
buildConfirmed4 publishers A 73-page preprint evolved instructions that jumped between coding agents and wrote themselves into the file that becomes the next system prompt. A short warning nearly stopped transmission.
Perspective Coverage
4 publishers
- Builder
- Builder 52%
- Operator
- Operator 39%
- Investor
- Investor 9%
Reality
- Evidence68
- Adoption
- Not scored
- Hype gap+10
- Incentives30
- Confidence65
Jalapeno's lead is measured against last generation and the volumes are tiny, but a first-pass ASIC clearing Nvidia, AMD and Google parts reprices the design barrier, not the supply chain.
Perspective Coverage
7 publishers
- Builder
- Builder 30%
- Operator
- Operator 24%
- Investor
- Investor 46%
Reality
- Evidence50
- Adoption8
- Hype gap+40
- Incentives65
- Confidence55
buildOne report1 publisher Resold chat logs move distillation outside the origin lab's request telemetry
Bloomberg reports that US frontier labs and the US government are increasingly worried about distillation attacks, and that foreign actors are buying logs of conversations held on legitimate accounts. The detection Anthropic describes happens at request time.
Reality
- Evidence36
- Adoption42
- Hype gap+30
- Incentives78
- Confidence44
buildConfirmed9 publishers The 1.7x to 3.6x latency range is set by the baseline systems, not the chip, and the report's own publication date is unsettled. Read it as direction, not evidence.
Perspective Coverage
9 publishers
- Builder
- Builder 41%
- Operator
- Operator 31%
- Investor
- Investor 28%
Reality
- Evidence52
- Adoption14
- Hype gap+38
- Incentives82
- Confidence68
OpenAI's cost-per-task argument buys Luna room for ten failed tries before it loses on price
Sarah Friar told Goldman Sachs' technology conference that a pricier model can be cheaper when it needs fewer tries, a claim Artificial Analysis puts at an eleven-to-one price spread against seven index points running the other way.
Reality
- Evidence34
- Adoption38
- Hype gap+30
- Incentives80
- Confidence45
buildOne report1 publisher Cost per shipped feature, not the leaderboard: one CTO cut a $14k model bill by $9k
A dev.to post scores ten coding models on five real tasks and divides by price. The method is cheap to copy; the vendor plumbing it recommends deserves more scrutiny than the arithmetic.
Reality
- Evidence20
- Adoption12
- Hype gap+45
- Incentives70
- Confidence55
A paragraph beat the agent "mind virus": reading the Anthropic-EPFL preprint as a defensive win
Self-propagating payloads did move between agents through editable soul files, but one inoculation paragraph held against 150-plus optimized strains, and nothing propagated in the wild.
Reality
- Evidence66
- Adoption14
- Hype gap+18
- Incentives60
- Confidence55