Cognition may be looking to raise another mega round just a few months after raising $1 billion at a $26 billion valuation.
Category: AI
Trie Automata for Constrained Decoding over Large Finite Sets
arXiv:2608.12574v1 Announce Type: new Abstract: Large language models increasingly need to generate structured outputs that conform to predefined schemas,…
Governed Persistent Memory: Source-Bound State Semantics and Fail-Closed Release for Long-Horizon Agents
arXiv:2608.12476v1 Announce Type: new Abstract: Long-term agent memory is usually treated as select–store–retrieve, but retrieval does not decide…
MindMemOS: A Portable and Self-Evolving Memory Operating Layer for AI Agents
arXiv:2608.12428v1 Announce Type: new Abstract: Memory is a core component of AI agents, enabling them to accumulate experience, maintain personalization,…
Researchers can now reverse-engineer LLM prompts from output text with near-perfect accuracy
Researchers at IIT Bombay and Adobe Research have built an inverse language model that reconstructs the original prompt from an LLM’s output with…
$\varepsilon$-MemEvo: Adaptive Cross-Task Memory Transfer for LLM Program Evolution
arXiv:2608.12522v1 Announce Type: new Abstract: LLM-based program evolution systems such as FunSearch and AlphaEvolve have shown strong ability to…
Twitch Adds Opt-Out That Keeps Streamer Content Out of Amazon AI Training
Twitch users can now block their streams, VODs, clips, and chat from being used to train Amazon’s generative AI models, under a new setting the…
Large Language Models Can Follow Instructions, But Not Many at Once: Phase Transitions in Compositional Constraint Satisfaction
arXiv:2608.12426v1 Announce Type: new Abstract: Large language models are increasingly deployed in settings that require simultaneous adherence to…
As AI safety concerns mount, three pioneers make the case for staying open
At Ai4, three of the world’s most respected AI experts — Geoffrey Hinton, Fei-Fei Li, and Andrew Ng — debated regulation, open source access, and how…
CAS: A Causal Attribution Score for Local and Global Explainable Artificial Intelligence
arXiv:2608.12555v1 Announce Type: new Abstract: Predictive explanation methods attribute a model output; they do not, by themselves, attribute an…