Cybersecurity startup Cathedral used AI agents to break into Anthropic’s internal systems through third-party software as part of a bug bounty program.…
WorkFactory: Turning Professional Intents into Executable Work for Scalable Agent Training
arXiv:2610.37161v1 Announce Type: new Abstract: Scaling supervised training for working agents requires diverse professional tasks that yield reliable…
Baidu Open-Sources Unlimited OCR 2 for Hundred-Page Document Parsing
Baidu has released Unlimited OCR 2, an MIT-licensed 3B OCR model that parses hundred-page documents in one request. Its SR-SWA attention keeps per-step…
Prospector: learning a compact graph traversal policy for scientific reasoning
arXiv:2610.37121v1 Announce Type: new Abstract: Scientific reasoning in specialized engineering fields depends on knowledge scattered across the…
AI News Brief Hourly Summary 2026-10-28 12h : 12 posts
12 posts published in the last hour 10:49AI-Assisted Discovery of CNOT Decompositions for Quantum Permutations on Constrained Topologies 10:49OpenGray: a benchmark for evaluating the decisions of radiotherapy planning agents 10:48Guided-RLVR: Guided Exploration in Reinforcement Learning with Verifiable Rewards 10:48Correctness Conditioning…
AI-Assisted Discovery of CNOT Decompositions for Quantum Permutations on Constrained Topologies
arXiv:2610.37045v1 Announce Type: new Abstract: Efficient quantum circuit compilation is challenging for quantum computers, where limited qubit…
OpenGray: a benchmark for evaluating the decisions of radiotherapy planning agents
arXiv:2610.37081v1 Announce Type: new Abstract: Background and purpose: Radiotherapy planning agents based on large language models (LLMs) decide when to…
Guided-RLVR: Guided Exploration in Reinforcement Learning with Verifiable Rewards
arXiv:2610.37041v1 Announce Type: new Abstract: Reinforcement learning with verifiable rewards (RLVR) has shown strong empirical gains in improving the…
Correctness Conditioning as Selection in Chain-of-Thought Faithfulness Evaluation
arXiv:2610.37070v1 Announce Type: new Abstract: Restricting chain-of-thought (CoT) faithfulness evaluation to correctly answered instances changes the…
SpectRAG: Weighted Chunk Graphs for Token-Budgeted Context Selection in Multi-Hop Retrieval-Augmented Generation
arXiv:2610.36991v1 Announce Type: new Abstract: Retrieval-augmented generation (RAG) systems ground large language models (LLMs) by retrieving external…
Natural Hard-Negative Mining from Positives for Instruction-Following Retrieval
arXiv:2610.36900v1 Announce Type: new Abstract: Instruction-following information retrieval (IFIR) requires retrievers to rank documents by both a query…
Vision-Language Agents Can Learn in Their Own Latent Worlds
arXiv:2610.36925v1 Announce Type: new Abstract: Learning from experience is essential for building the next generation of agents that continually expand…
Do bots feel bad? Assessing empirical evidence for functional valence in LLMs
arXiv:2610.36962v1 Announce Type: new Abstract: Do LLMs have valenced states, i.e. states that feel pleasant or unpleasant? Recent empirical work has…
Quoting Terk Terkowitz
If your work does not benefit from current AI tooling, that is a finding, not a failing. Document why, share it with your community of peers, bring it to…
Proactive Memory for Event-Driven LLM Agents
arXiv:2610.36967v1 Announce Type: new Abstract: Proactive LLM agents anticipate service opportunities from ongoing observations and accumulated history.…
Legora is building the agentic operating system for legal work
See how Legora uses OpenAI models, ChatGPT, and Codex to accelerate legal workflows, expand contract analysis, and free lawyers to focus on higher-value…
AutoVend: Benchmarking LLM Agents on Long-Horizon Autonomous Vending Operations
arXiv:2610.36980v1 Announce Type: new Abstract: Large language model (LLM) agents are extending agent-mediated commerce on the Web from shopping for…
AI News Brief Hourly Summary 2026-10-28 11h : 13 posts
13 posts published in the last hour 09:42GUI-JEPA: Candidate-Conditioned JEPA Latents as a Fast Action Policy for Mobile GUI Agents 09:42Noise Steering: Exploiting Wake Steering and Acoustic Directivity for Noise-Constrained Wind Farm Control via Reinforcement Learning 09:41Evolving Agent Teams 09:41Conservative…