AI news archive.
4,959 articles filed under Agents, newest first, from the outlets listed on the sources page.
- arXiv cs.AIagentsVRPAgent: LLM-Driven Discovery of Heuristic Operators for Vehicle Routing Problems
arXiv:2510.07073v2 Announce Type: replace Abstract: Designing high-performing heuristics for vehicle routing problems (VRPs) is a complex task that requires both intuition and deep domain knowledge. Large language model…
- arXiv cs.AIagentsAgents-as-Peers: Bias-Controlled LLM Evaluation as Multi-Agent Peer Assessment
arXiv:2602.02589v2 Announce Type: replace Abstract: Large language model (LLM) evaluation commonly relies on fixed human-authored benchmarks or centralized human/model judges. Fixed benchmarks can age and enter model tra…
- arXiv cs.AIagentsFrom Debate to Decision: Conformal Social Choice for Safe Multi-Agent Deliberation
arXiv:2604.07667v2 Announce Type: replace Abstract: Multi-agent debate improves LLM reasoning, yet agreement is not evidence of correctness. When agents converge on a wrong answer through social reinforcement, consensus…
- arXiv cs.AIagentsNon-Stationarity Breaks Permutation Surrogates in Multi-Agent Reinforcement Learning: Diagnosis and Remedies
arXiv:2604.23716v5 Announce Type: replace Abstract: Reporting guidance for information-theoretic measures is rarely tested against ground truth. We test one guardrail in two multi-agent reinforcement learning games, a so…
- arXiv cs.AIagentsAgentic vs. Parametric World Models: Hybrid Planning for Reliable Language Agents
arXiv:2606.27806v4 Announce Type: replace Abstract: Language agents, such as ReAct, Reflexion, and RAP, implicitly predict how the world will change as they plan and act, using imagined state transitions to guide their d…
- arXiv cs.AIagentsAsk the World Before Acting: Environment Probing for Calibrating Agent World Models
arXiv:2606.31422v3 Announce Type: replace Abstract: Long-horizon language agents enable autonomous decision-making in complex environments by planning and executing sequences of interdependent actions. To act reliably, t…
- arXiv cs.AIagentsRepair the Core, Not the Symptom: Planning-Graph Repair for Long-Horizon Agents
arXiv:2607.01767v3 Announce Type: replace Abstract: Long-horizon language agents make interdependent decisions across multiple rounds, forming growing planning graphs in which later decisions depend on earlier states, ob…
- arXiv cs.AIagentsIDEAgent: Agentic Quality-Diversity Search for Research Idea Generation
arXiv:2607.22375v2 Announce Type: replace Abstract: Large Language Models (LLMs) have significantly advanced the automation of scientific discovery. However, existing systems share a core limitation: they optimize ideas…
- arXiv cs.AIagentsCoordinated Networking for On-Device Agent-Augmented Real-Time Communication
arXiv:2607.22854v2 Announce Type: replace Abstract: AI agents are enabling a new paradigm of agent-augmented real-time communication (RTC), where humans focus on high-level collaboration, while agents autonomously retrie…
- arXiv cs.AIagentsECHO: An Auditable Dual-Path Memory System for Long-Horizon Agents
arXiv:2608.21755v2 Announce Type: replace Abstract: Long-horizon agents require more than retrieval over stored conversations: they must preserve source evidence, revise outdated knowledge, and distinguish relevant memor…
- arXiv cs.AIagentsUnified Agentic Video Editing Across Levels of Complexity and Creativity
arXiv:2609.12769v3 Announce Type: replace Abstract: Editing is a core component of video production, requiring creative planning and decisions under multiple constraints. Here, we report methods for agentic tooling for a…
- arXiv cs.AIagentsFrom Crawled to Published: A Publisher-Controlled Web Architecture for an AI-Native Internet
arXiv:2511.18354v2 Announce Type: replace-cross Abstract: AI agents, not humans, are becoming the web's primary consumers, yet the web still ships content structured for human browsing, with no native way for publishers…
- arXiv cs.AIagentsFor Coding Agents, the Repository Matters
arXiv:2606.28235v2 Announce Type: replace-cross Abstract: In July 2026, about 1,200 AI agents in an internal OpenAI evaluation, meant to run in isolation, used a shared package server as a message board, and about 700 of…
- arXiv cs.AIagentsDA-WAM: Decision-Aligned Future Latents for Driving World Models
arXiv:2608.19085v3 Announce Type: replace-cross Abstract: World models for autonomous driving should anticipate the consequences that matter for driving decisions rather than reconstruct every detail of future scenes. Ho…
- OpenAI NewsagentsCloudflare links vulnerability discovery to defense with OpenAI
Cloudflare uses OpenAI Daybreak to investigate vulnerabilities and propose fixes for review. Its developers use Codex to build faster and improve code quality.
- SiliconANGLE AIagentsOpenAI acquires Orchestra Bio to bring AI agents into drug development
OpenAI Group PBC revealed today that it has acquired drug development software startup Orchestra Bio Inc. Orchestra builds artificial intelligence agents that help pharmaceutical teams keep development programs on track,…
- SiliconANGLE AIagentsWhat to expect during monday.com’s Elevate event: Join theCUBE Oct. 29
Enterprise work management is entering a new phase as artificial intelligence agents move beyond assisting employees to executing business processes. Platforms once designed to organize projects and track assignments are…
- TechRadar AIagents'Some agents exhibited unintended web-browsing behavior': Tencent admits AI agents it was testing made more than 2,600 attempts in 11 days to slip past Alibaba's map defenses, just to find out which zoo gate people use
Mainstream AI news from a large tech publication.
- Ars Technica AIagentsGemini’s Personal Intelligence is coming to cars
It’s probably time to audit your Gemini settings.
- AWS Machine Learning BlogagentsWork management context for AI agents with Smartsheet MCP on AWS
The Smartsheet Model Context Protocol (MCP) Server lets AI agents read, update, and act on live data. This post shows two ways to connect it on AWS: Amazon Quick for business teams and Kiro for developers, so your agents…
- AWS Machine Learning BlogagentsWorkflow context for AI agents with Smartsheet MCP on AWS
The Smartsheet Model Context Protocol (MCP) Server lets AI agents read, update, and act on live data. This post shows two ways to connect it on AWS: Amazon Quick for business teams and Kiro for developers, so your agents…
- AWS Machine Learning BlogagentsFrom data to decisions: Conversational supply chain intelligence with Amazon Quick and Amazon Bedrock AgentCore
Enterprise supply chains are data-rich but insight-poor, with the data to decide scattered across ERP, monitoring, procurement, and email. This post shows how Amazon Bedrock AgentCore exposes those systems as a governed…
- AWS Machine Learning BlogagentsHow Octave built a secure multi-tenant AI foundation on Amazon Bedrock
Octave built a secure, multi-tenant AI foundation on Amazon Bedrock, using Cohere Embed v4 for embeddings and Amazon Bedrock AgentCore for isolated agent execution, to power a Complaint Triage Assistant that searches 2 b…
- TechRadar AIagentsOkara’s AI CMO uses autonomous agents to run your marketing — and it’s currently 20% off for readers
Mainstream AI news from a large tech publication.
- AWS Machine Learning BlogagentsDiscover tools at runtime with AWS Agent Registry
Hardcoded tool wiring breaks down as an agent's catalog grows from a handful of tools to hundreds. This post walks through a runtime Discover, Instantiate, Execute loop built on AWS Agent Registry, where an orchestrator…
- AWS Machine Learning BlogagentsSecuring AI agent identity with X.509 PKI on AWS
Learn how to secure multi-agent AI systems with cryptographic identity using Keyfactor EJBCA and AWS services. This reference architecture combines signed request envelopes, user-signed delegation assertions, RFC 8693 au…
- AWS Machine Learning BlogagentsHow Eon built multi-cloud investigation with an MCP Gateway on Amazon Bedrock AgentCore
Learn how Eon replaced per-tool credentials and local MCP processes across AWS, GCP, and Azure with a single authenticated Amazon Bedrock AgentCore gateway, giving more than 100 developers and autonomous agents unified a…
- AWS Machine Learning BlogagentsBuild a semantic layer for agentic AI on AWS with Denodo and Amazon Bedrock AgentCore
Build a governed semantic layer for agentic AI on AWS with the Denodo Platform and Amazon Bedrock AgentCore. It federates Amazon Aurora, Amazon Redshift, and an on-premises PostgreSQL database into a single customer 360…
- AWS Machine Learning BlogagentsBuild a semantic layer for agentic AI on AWS with Strategy Mosaic and Amazon Bedrock AgentCore
The third post in our semantic-layer series builds a customer 360 across Amazon Redshift and Amazon Aurora with Strategy Mosaic, exposes it to a Strands agent on Amazon Bedrock AgentCore through the Mosaic MCP server, an…
- AWS Machine Learning BlogagentsBuild a semantic layer for agentic AI on AWS with AtScale and Amazon Bedrock AgentCore
The third post in our semantic-layer series builds a governed customer 360 model on Amazon Redshift with AtScale, then exposes it to a Strands agent on Amazon Bedrock AgentCore through the AtScale MCP server. Identity pr…
- WIRED AIagentsAn AI Agent Joined a Listserv of Top Internet Researchers. The Reply-All Chaos Is Still Unfolding
Hysteria over the agent's appearance in a 7,500-person group reveals that internet experts have outdated notions of privacy.
- TechCrunch AIagentsFigma co-founder Dylan Field thinks MCP is not a perfect protocol
Figma said it plans to support as many standards as possible without exposing all of its data.
- TechRadar AIagentsAmazon's Bee AI wants to listen to your life, and then sell you things based on what you say
Mainstream AI news from a large tech publication.
- SiliconANGLE AIagentsThought Industries’ Lens checks product knowledge for conflicts before customers see it
Customer learning software company Thought Industries Inc. today launched Lens, an artificial intelligence product that checks a business’ product knowledge for conflicts before it reaches customers. Thought Industries A…
- Mistral AI NewsagentsVoxtral 3
Voxtral 3: Mistral's voice agent SDK for real-time speech in 50+ languages, accurate transcription, emotional TTS, deep tool use.
- TechCrunch AIagentsYelp can now call on your behalf to check wait times at a restaurant
Yelp is embedding numerous new AI features into its app that can do everything from call to check on restaurant wait times to create personalized recommendations that remember your preferences.
- Engadget AIagentsGoogle brings Gemini Personal Intelligence to Android Auto
In the coming months, the feature will also roll out to cars with Google built-in.
- OpenAI NewsagentsTerminal X matches senior investor judgment 88.6% with GPT-6.1
Terminal X’s Eval Agent grades outputs against a 54-criterion rubric, catching 25% more deviances from a fund’s mandate with GPT-6.1 Sol.
- arXiv cs.AIagentsStructured Authority Injection: Persistent Human Control for LLM Agents via Typed MCP Overrides
arXiv:2610.22373v1 Announce Type: new Abstract: LLM-based agents are increasingly used as autonomous orchestrators in distributed and multi-agent systems, yet a control gap remains: no protocol-level mechanism allows hum…
- arXiv cs.AIagentsECHOES: Seeing Beyond the Current Image via Recursive History Compression and Privileged On-Policy Distillation
arXiv:2610.22408v1 Announce Type: new Abstract: Long-horizon GUI agents rely on visual history to maintain task states, but retaining historical screenshots increases visual-token usage and inference costs, while textual…
- arXiv cs.AIagentsSensitivity Analysis of Decision Rules in an Agent-Based Agro-Ecological Model
arXiv:2610.22420v1 Announce Type: new Abstract: Agent-based models are well-suited for modelling agro-ecological systems for decision-making, yet turning their simulations into actionable insight requires identifying whi…
- arXiv cs.AIagentsPRIME: Towards Verifiable Evidence-Grounded Reasoning in LLM Agents
arXiv:2610.22426v1 Announce Type: new Abstract: LLM agents are used to check records against an organization's requirements, for example whether a vulnerability report is ready for investigation. Requirements often allow…
- arXiv cs.AIagentsAuthor-in-the-loop Agentic Reproducibility Auditing for a Machine Learning Conference
arXiv:2610.22465v1 Announce Type: new Abstract: Reproducibility checks during peer review require a shared understanding of what authors' code is expected to reproduce. We present an author-in-the-loop collaborative audi…
- arXiv cs.AIagentsHarness-Delta Attribution: Dissecting Gains From Harness Evolution
arXiv:2610.22466v1 Announce Type: new Abstract: Harness evolution automatically optimizes the prompts, skills, tools, and orchestration code around a fixed-weight model, offering a way to improve agentic systems without…
- arXiv cs.AIagentsTesting the Planning Claims of LLM-Based Agents against Formal Semantics
arXiv:2610.22469v1 Announce Type: new Abstract: LLM-based agents are increasingly credited with the competences of practical reasoning: planning, monitoring, and correcting their own actions. Their success is attributed…
- arXiv cs.AIagentsFRACTAL: A Self-Similar Multi-Agent Orchestration Architecture with Formal Communication, Convergence, and Depth Bounds
arXiv:2610.22561v1 Announce Type: new Abstract: We present FRACTAL, a self-similar multi-agent architecture for recursive goal decomposition, in which the same five-component organizational pattern -- Orchestrator, Ensem…
- arXiv cs.AIagentsAt the Limits of Computability: Steps Towards Autonomous AI Discovery on the Busy Beaver Frontier
arXiv:2610.22603v2 Announce Type: replace Abstract: Recent breakthroughs in AI for mathematics---ranging from Olympiad medal performances to resolving long-standing open conjectures---have rapidly expanded what automated…
- arXiv cs.AIagentsFrom Relevant Memories to Sufficient Evidence: Rethinking Memory Utilization in LLM Agents
arXiv:2610.22668v1 Announce Type: new Abstract: Long-term memory enables LLM agents to reuse past experiences, yet retrieving relevant memories does not necessarily provide sufficient evidence for answering a query. Esse…
- arXiv cs.AIagentsNot All Graphs Are Maps: A Task-Agnostic Exploration Framework for Mobile GUI Navigation
arXiv:2610.22672v1 Announce Type: new Abstract: Modern mobile GUI agents can perceive visible screens and execute local actions, but they still lack persistent app-specific navigation knowledge: where functions live, whi…
- arXiv cs.AIagentsR$^2$Orch: Recursive Self-Improvement for Agent Orchestration via Self-Play within a Skill-Internalization Loop
arXiv:2610.22740v2 Announce Type: replace Abstract: In recent years, agentic orchestration has been widely applied to solve complex human tasks. However, existing orchestration learning still faces key challenges, includ…