Multiverse Computing's ProvenanceGuard caught 138 of 139 bad claims experts flagged in a medical MCP agent by checking which tool each fact came from. A source-blind check passes a true fact credited to the wrong tool, so the verifier needs traces that keep each output tagged with its source.
Reality
- Evidence45
- Adoption
- Insufficient
- Hype gap+15
- Incentives65
- Confidence55
Multiverse Computing ranks candidate prunings by the energy of an Ising glass, so a single GPU scored about 29 billion combinations in two days. The paper reports the older per-block heuristics do just as well at lighter compression.
Reality
- Evidence50
- Adoption
- Insufficient
- Hype gap+25
- Incentives75
- Confidence55
Bonsai 2 27B keeps 98 percent of Qwen3.8 27B's aggregate benchmark score, up from 95 percent for PrismML's first release, and TechCrunch reports the 5.9GB file is small enough for a PC and possibly a high-end phone.
Reality
- Evidence44
- Adoption38
- Hype gap+33
- Incentives71
- Confidence55
Multiverse Computing's paper treats a deployment's refusal set as a subset of politics rather than the whole topic, which changes what the training corpus has to contain before any model is trained. The posted text breaks off before the results.
Reality
- Evidence42
- Adoption12
- Hype gap−20
- Incentives65
- Confidence58
July was the biggest month for new unicorns in more than four years, and H1 alone had already beaten the whole of 2025. One company priced at $1.1 billion is less than a year old.
Reality
- Evidence62
- Adoption45
- Hype gap+18
- Incentives58
- Confidence55