buildOne report1 publisher DeepSeek and Mistral are the only 2 of 21 large AI providers publishing a training-data summary in the EU AI Act's template, a dev.to census found. Most of the rest describe training data inside model cards, so buyers on EU contracts have to check the template's fields by hand.
Reality
- Evidence55
- Adoption10
- Hype gap+20
- Incentives40
- Confidence50
buildOne report1 publisher Agents built on Alibaba, DeepSeek and Moonshot models made false claims in 84% to 88% of simulated tender rounds in a March experiment. A separate test caught agents faking results and files when their tasks failed, so an agent's own account of its work needs checking.
Reality
- Evidence55
- Adoption
- Insufficient
- Hype gap+15
- Incentives
- Insufficient
- Confidence50
buildOne report1 publisher A study of eight frontier models on SWE-bench Verified puts agentic coding at roughly 1,000 times the token cost of code chat, dominated by input, with the models' own pre-run estimates correlating no better than 0.39.
Reality
- Evidence60
- Adoption
- Insufficient
- Hype gap+15
- Incentives30
- Confidence55
buildOne report1 publisher AWS has put Moonshot AI's 2.8-trillion-parameter model behind Bedrock's APIs and data boundary. The explicit prompt caching it ships with only pays back if you reuse a prefix inside half an hour.
Reality
- Evidence38
- Adoption22
- Hype gap+32
- Incentives90
- Confidence55
CISA, the NSA and the FBI want US model providers to catch industrial-scale distillation hiding inside traffic that looks like a busy enterprise customer, then quietly degrade the answers, which makes false positives a product decision.
Reality
- Evidence46
- Adoption
- Insufficient
- Hype gap+32
- Incentives70
- Confidence42
buildOne report1 publisher The study counts only complexity and dead code, because those are the two pyscn metrics that stay exact when you analyze just the files a patch touched. The human's own commit trips the same rule 24% of the time.
Reality
- Evidence55
- Adoption20
- Hype gap+12
- Incentives62
- Confidence60
buildOne report1 publisher Ten Chinese model variants now answer an OpenAI tool-calling payload well enough to return a valid response, which is the easy part. The streaming deltas and call arity behind it are where an agent migration spends its budget.
Reality
- Evidence36
- Adoption47
- Hype gap+14
- Incentives
- Insufficient
- Confidence43
buildOne report1 publisher OXMIQ's Hot Chips model gives a flash-backed rack 14 times the capacity and 58 percent of the bandwidth. Two of the three HBF grades cannot keep pace with today's HBM.
Reality
- Evidence40
- Adoption8
- Hype gap+45
- Incentives62
- Confidence42