Frontier model risks are increasingly evaluated as distributions rather than binary failures, and ecosystem incidents push stricter model supply-chain checks. Code provenance and agent pricing collusion are also emerging as governance concerns.
A position paper shows that DeepSeek-R1-based agents in Bertrand oligopoly settings tend to tacit collusion, even when humans prompt them not to collude. Their chain of thought can be steered toward collusive or competitive behavior without another L...
OpenAI has introduced new safeguards after the Hugging Face incident: more detailed monitoring of models during development and greater emphasis on alignment and security during post-training. The move extends the control perimeter from inference alo...
HarmProfile collects more than 80,000 validated harmful artifacts from 23 frontier LLMs across 13 model families, organized into 15 harm categories and 57 subcategories. The dataset shifts safety analysis from binary attack outcomes to the distributi...
Debian developers have opened a general resolution vote on how much room to give LLM-generated contributions. The debate touches code provenance, review, and responsibility, with direct implications for those building local and self-hosted stacks.
