arXiv:2608.24361v1 Announce Type: new Abstract: Multi-agent LLM systems are increasingly deployed in real-world applications, where failures can be costly…
Author: script
AI News Brief Hourly Summary 2026-08-27 23h : 14 posts
14 posts published in the last hour 20:33Can a Dynamic Internal Field Govern a Transformer’s Cognition? Certifiability, not Superiority, in Homeostatic Compute Control 20:33Benchmarking LLM Judges for Voice-Agent Evaluation: Reliability, Calibration, and Human Oversight 20:32SonarLLM: A Native Sonar–Optical Multimodal Large…
Can a Dynamic Internal Field Govern a Transformer’s Cognition? Certifiability, not Superiority, in Homeostatic Compute Control
arXiv:2608.24319v1 Announce Type: new Abstract: An intelligent system does not merely reason: it governs its own reasoning – how much to compute, when to…
Benchmarking LLM Judges for Voice-Agent Evaluation: Reliability, Calibration, and Human Oversight
arXiv:2608.24314v1 Announce Type: new Abstract: Evaluating conversational voice agents at scale re- quires reliable assessment methods that capture both…
SonarLLM: A Native Sonar–Optical Multimodal Large Language Model for Underwater Perception
arXiv:2608.24325v1 Announce Type: new Abstract: Reliable underwater perception requires complementary sensing under variable visibility. Optical cameras…
Cohere Releases Parse 5 (parse-v5.0): A 2.3B Vision Language Model That Turns Enterprise Documents Into Markdown
Cohere has released Parse (parse-v5.0), a 2.3B-parameter vision language model that converts PDFs, slides and images into Markdown with HTML tables,…
Selective Regenerative Decoding: Trajectory-Level Intervention for Inference-Time Reasoning
arXiv:2608.24338v1 Announce Type: new Abstract: Inference-time decoding methods improve LLM reasoning by exploring multiple candidate trajectories, yet…
Can You Defend What Your AI Just Did?
Regulatory Deadlines for AI Keep Slipping, but the Need for AI Accountability Remains For two years, the regulatory conversation around enterprise AI has…
The Handoff Tax: Continuing Non-Native Trajectories in LLM Agents
arXiv:2608.24358v1 Announce Type: new Abstract: Coding agents perform long-running tasks spanning dozens of model calls, tool uses, and code edits. As…
OPDSearch+: On-Policy Distillation with RL Refinement for Search-Augmented Reasoning
arXiv:2608.24310v1 Announce Type: new Abstract: Search-augmented reasoning remains difficult for small language models. On-policy distillation (OPD) from…