News
A 9B model ran inference on 8 of the 9 types of hardware tested.
Gemma4-26B-A4B runs on 15 Android TV boxes at about 55 dollars, at 0.39 token per second.
In a network of 8 GCP nodes, GLM-5.2 is the only open-weight model tested capable of full replication.
Models of 30B parameters and less still make mistakes when chaining the steps end to end.
News
According to Anthropic, early signs show a drop of about 90 to 99% in the data collected by distillers.
A two-step classifier blocks attempts to extract the reasoning, with fewer than 0.1% false positives.
Tens of thousands of accounts linked to distillation have been banned, often in under two hours.
Attack
The average cost of a target is 25.46 dollars across 101 completed analyses.
Strix discovers the vulnerabilities, Cairn exploits them and Hermes orchestrates the campaign.
More than 600,000 bank card records were exfiltrated from two companies.
According to Gambit, the operator used Opus 4.6 via OpenRouter after refusals from more recent models.
News
Risks now appear during training, internal deployment and the evaluation itself.
Capability benchmarks are often saturated shortly after their creation, according to the AISI.
More than 55 models were evaluated independently by the AISI before their release.
These voluntary practices could then be formalized by international standards bodies.