AI models are solving more mathematical problems. A pattern is emerging in their successes that could help us predict which problems they’ll solve next.
GuideEvolve: Self-Evolving Agent Framework with Expert Guidance and 3Ts Mechanisms
arXiv:2610.30017v1 Announce Type: new Abstract: This study introduces GuideEvolve, a self-evolving agent framework incorporating expert guidance and three…
UserSWE: Evaluating Coding Agents in Multi-Turn Conversations with Dynamic Users
arXiv:2610.29822v1 Announce Type: new Abstract: As coding agents become more capable, developers increasingly use them to fix bugs through multi-turn…
In AI, it’s a tale of two diverging investor classes
Depending on where you sit as an investor, artificial intelligence still looks like a massive opportunity, or it’s now looking way too risky given growing…
COMET: A coordinated multi-layer runtime monitoring framework for human-supervised AI-enabled safety systems
arXiv:2610.29816v1 Announce Type: new Abstract: Incorporating AI systems into safety systems requires monitoring to avoid silent faults and ensure safe…
Meta delays new business terms after publisher pushback on AI scraping
Meta is delaying the enforcement of its new business terms after publishers raised concerns that they could allow the company to scrape news sites for AI…
TraceForge: Distilling with Your Own Thinking
arXiv:2610.29680v2 Announce Type: new Abstract: Using an LLM to generate training data for another is among the most general ways to train one, and it…
AI Security Needs a Second Opinion
AI is writing software faster than we can secure it. Are you keeping up? By the time you finish reading this sentence, developers and their AI agents will…
From Association to Decision Value: Testing Paired Instruction Dependence for VLA Corpus Selection
arXiv:2610.29646v1 Announce Type: new Abstract: Choosing among robot demonstration corpora is a ranking problem: an upstream diagnostic must preserve…
Meta Delays Commercial Terms Update as Publishers Demand Withdrawal
Meta has moved the effective date of its updated Commercial Terms and Self-Serve Ad Terms to November 20, 2026, after the News/Media Alliance, a nonprofit…
Real PMIDs, Wrong Papers: Harness Design for Biomedical Claim-Verification Agents
arXiv:2610.29812v1 Announce Type: new Abstract: Literature-searching language agents are becoming a standard component of scientific assistants for the…
PreCoMem: Predictive Cognitive Memory for Self-Evolving Long-Term Dialogue Agents
arXiv:2610.29467v1 Announce Type: new Abstract: Long-horizon dialogue agents need to keep user memories stable enough for personalization while adapting…
What Companies Actually Mean When They Say They Want “AI Experience”
What employers actually mean when job postings list “AI experience” as a requirement.
How to avoid AI’s ‘valley of despair’
Amdahl’s Law states that improving a single part of a system can only speed up the whole system so much. Even if one step of a process becomes…
Does Your Model Run on AWS Trainium? Look It Up
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RubricOpt: Self-Revision of Semantic Rubrics for Preference Optimization
arXiv:2610.29491v1 Announce Type: new Abstract: A model’s failures can reveal gaps in the behavioral criteria guiding its training. We introduce…
Higgsfield Secures Fresh Series B Capital From TCV and NVIDIA
Higgsfield announced an extension of its Series B financing on October 23, 2026, with new investment from TCV and NVIDIA joining the AI video and image…
An Exact 93-Move Solution to a Nonlocal Crystal-Exchange Puzzle
arXiv:2610.29493v1 Announce Type: new Abstract: We determine the minimum number of directional commands needed to solve alevel of Order of the Sinking…