buildConfirmed2 publishers Andrej Karpathy estimates that about 5,000 people have access to frontier systems inside the labs and about 20 million use frontier models professionally. Box CEO Aaron Levie reads that 4,000-to-1 spread as evidence that agent-swarm workflows are still early.
Reality
- Evidence30
- Adoption
- Not scored
- Hype gap+25
- Incentives55
- Confidence55
State of AI Report 2026, the ninth edition, says changing GLM-5.1's setup lifted its coding success from 52.5% to 65.5% without retraining. For teams setting AI budgets, the report puts much of the return in setup and user skill, though its introduction's main evidence for that is one 100-task study.
Publishers:nathanbenaich.substack.com · press.airstreet.com · stateof.ai
Perspective Coverage
3 publishers
- Builder
- Builder 43%
- Operator
- Operator 27%
- Investor
- Investor 30%
Reality
- Evidence35
- Adoption
- Not scored
- Hype gap+25
- Incentives60
- Confidence55
Stripe confirmed its purchase of OpenRouter, the gateway 10 million developers use to pick between 400-plus models. The reported price is several times its valuation months ago.
Perspective Coverage
3 publishers
- Builder
- Builder 27%
- Operator
- Operator 27%
- Investor
- Investor 46%
Reality
- Evidence62
- Adoption70
- Hype gap+35
- Incentives70
- Confidence68
Lovable's CTO says enterprises show up with thousands of apps their staff already built
Fabian Hedin, Lovable's CTO, said two-thirds of the Fortune 500 use the tool because staff found it themselves, and put current revenue at $600m. The permissions work starts after the apps are running.
Reality
- Evidence32
- Adoption52
- Hype gap+36
- Incentives82
- Confidence46
NVIDIA Labs' SoL-Pi harness cuts coding-agent costs by up to $13.50 an hour versus native Codex and Claude Code
NVIDIA Labs says its SoL-Pi harness saves a researcher $8.75 to $13.50 an hour against native Codex and Claude Code. Of that, $4.36 to $5.71 comes from what its automated search added on top of the Pi harness.
Publishers:nvlabs.github.io
Reality
- Evidence42
- Adoption
- Not scored
- Hype gap+25
- Incentives72
- Confidence45
Anthropic says Claude now leads 26% of its model research and development under human supervision, and it wants other labs to publish comparable figures. The labs count different things.
Perspective Coverage
4 publishers
- Builder
- Builder 23%
- Operator
- Operator 41%
- Investor
- Investor 36%
Reality
- Evidence56
- Adoption52
- Hype gap+24
- Incentives72
- Confidence66
buildOne report1 publisher A LinkedIn coding agent fetches written debug instructions four times in one latency incident
Ajay Prakash's InfoQ talk walks a pager alert through logs, a downstream service and a buggy pull request. Each hop in that path depends on debugging instructions another team at LinkedIn wrote down.
Reality
- Evidence44
- Adoption57
- Hype gap+22
- Incentives41
- Confidence56
Twenty model calls turn a two-second step into a 45-second wait
Red Hat clocks the same 20-call agent task at roughly 45 seconds on a slow backend and about 13 on a fast one. Model choice for agents is turning into a per-call latency budget, with capability as one input.
Reality
- Evidence45
- Adoption
- Not scored
- Hype gap+10
- Incentives50
- Confidence55
Hugging Face, a company Nvidia is buying for $12.93bn, asks to join Anthropic's third-party evaluator program
Anthropic and OpenAI have promised outside evaluators permanent, employee-level access to their systems. Neither has published the terms, and the first volunteer is mid-acquisition by a would-be anchor investor in Anthropic's IPO.
Reality
- Evidence56
- Adoption18
- Hype gap+38
- Incentives82
- Confidence58
buildOne report1 publisher A 33% throughput gain kept this 3.848B pretraining run under $1,000
Hugo Vergnes reports 0.384 CORE from 65.3 billion tokens on eight rented B200s. The $998 buys 43 hours of node time, not the 139 GPU-hours of failed run that produced the recipe, and not the evenings that wrote the framework.
Reality
- Evidence52
- Adoption12
- Hype gap+22
- Incentives45
- Confidence62
buildOne report1 publisher Size the model to the RAM you own before the 45-minute download
A 15M-parameter model streams English text on a 2007 PSP at about one token per second. That is the extreme end of a sizing rule. The harder half of that rule is checking whether the file that fits is a format its own maintainer recommends.
Reality
- Evidence38
- Adoption31
- Hype gap+12
- Incentives58
- Confidence46
buildOne report1 publisher An unsupervised agent loop billed $38 before anything in the system said stop
A dev.to engineer argues the shipping bottleneck has moved from prompt wording to the environment around the loop, and his own postmortems carry that case a good deal better than the 40% failure figure he opens with.
Reality
- Evidence40
- Adoption28
- Hype gap+38
- Incentives40
- Confidence33
Councils keep a quarter of the ideas only one model had
Rohit Krishnan cut the answers to 16 prompts into idea cards and rated them blind. The merge step, not the model choice, is where the rare material goes.
Reality
- Evidence52
- Adoption
- Not scored
- Hype gap+8
- Incentives38
- Confidence45
buildOne report1 publisher Open Knowledge Format: when the fact already has a name, the chunker is the bug
Google Cloud's OKF, published 12 June 2026, stores concepts as markdown files addressed by path. The claim worth testing: chunking a definition you already agreed on throws away its dependencies.
Reality
- Evidence32
- Adoption18
- Hype gap+34
- Incentives58
- Confidence40
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
buildOne report1 publisher Simile's simulated shoppers: two 85 percents, one budget line
A $2B Series B rests on synthetic respondents agreeing with human focus groups 85 to 99 percent of the time. The band's floor and ceiling are not the same product.
Reality
- Evidence24
- Adoption28
- Hype gap+46
- Incentives78
- Confidence52
Etched's $10.3B mark prices a non-Nvidia inference bet at ten times booked orders
A $300 million Series C doubles Etched's valuation in seven months on $1 billion of orders and hardware almost nobody outside the cap table has run. Buyers now have a number to price against.
Reality
- Evidence30
- Adoption24
- Hype gap+48
- Incentives78
- Confidence46
Sutton calls synthetic data 'a big mistake': every simulator is a lossy copy of a bigger world
The reinforcement learning co-founder told Sequoia's podcast that no simulation can cover other minds or the physical world. The labs shipping synthetic corpora are aiming at the domains he exempts.
Reality
- Evidence58
- Adoption68
- Hype gap+22
- Incentives70
- Confidence50
The year's most useful AI tool at one desk was a folder full of Markdown
A Platformer columnist ranks an LLM-maintained personal wiki above every app in the annual productivity roundup. The pilot cost is weeks of attention, not procurement.
Reality
- Evidence28
- Adoption22
- Hype gap+12
- Incentives38
- Confidence46
buildOne report1 publisher The $8 chip did not change. The memory layout did.
A 28.9-million-parameter model now runs on an ESP32-S3 that was topping out at 260K two years ago. The gain came from moving most of the weights into flash and reading 450 bytes per token.
Reality
- Evidence55
- Adoption24
- Hype gap+20
- Incentives32
- Confidence47