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ArXiv cs.AI

Epistemic Sybil Resistance: Multiplying AI Agents Without Multiplying Evidence

Multi-agent AI systems improve inference by spawning agents and synthesizing reports. But another agent is not another observation: apparently independent reports may descend from the same evidence, and genuinely independent evidence can produce nearly identical reports. We formalize this as an epistemic Sybil problem. A report Z is an epistemic Sybil extension relative to reports R when I(Theta; Z | R) = 0.

03/09/2026
The New Stack

Multiverse says its 438B model is fast enough for AI agents. The benchmarks tell a more complicated story.

A 438-billion-parameter reasoning model isn’t an obvious choice when speed is a priority. Multiverse Computing is betting that compression can The post Multiverse says its 438B model is fast enough for AI agents. The benchmarks tell a more complicated story. appeared first on The New Stack .

02/09/2026
Copilot Changelog

Enterprise-managed settings support any default model

You can now set your preferred GitHub Copilot model as the default for new conversations through enterprise-managed settings. This lets you choose the default model that best fits your workflows.… The post Enterprise-managed settings support any default model appeared first on The GitHub Blog .

02/09/2026
Copilot Changelog

Content exclusions generally available in Copilot app and CLI

The GitHub Copilot app and Copilot CLI now respect content exclusion policies configured by enterprise, organization, and repository administrators. Copilot won’t use excluded files as context, helping you protect sensitive… The post Content exclusions generally available in Copilot app and CLI appeared first on The GitHub Blog .

02/09/2026
GitHub Blog

How we make AI coding more cost efficient without sacrificing task quality

Why shorter outputs can cost more, and how GitHub Copilot reduces wasted work across the complete coding task. The post How we make AI coding more cost efficient without sacrificing task quality appeared first on The GitHub Blog .

02/09/2026
Simon Willison

Claude's new system prompt really doesn't want to reproduce song lyrics

Anthropic publish the system prompts for their Claude consumer applications ( Claude.ai and the Claude mobile apps - sadly not for Claude Cowork or Claude Code). I love that they do this, and that they share not just the current prompts but historic changes to their prompts as well.

02/09/2026
DZone

Beyond Agent-Washing: The Engineering Principles Behind Production-Ready AI Agents

An AI agent is not defined by how intelligently it talks. It's defined by what it's trusted to do. Give a language model a chat window, and you have an interface. Give it access to production APIs , identity, business logic, memory, and the authority to execute actions on your behalf, and you have something categorically different: a new kind of software actor, one that can read your data, write to your systems, and make decisions faster than any human reviewer can watch in real time.

02/09/2026
ArXiv cs.AI

EULER: Exploring Underused Links with Evidence-Checked Return for Multi-Agent Mathematical Discovery

Mathematical communities work with different objects, invariants, and tools, so transferring a problem across them is expensive and often skipped. We present EULER, a multi-agent system that takes such a transfer--a bridge--as its unit of search.

02/09/2026
ArXiv cs.AI

OpenAgentFlow: Enabling System-Wide Safety Boundaries for Heterogeneous AI Agent Fleets

AI agents powered by large language models are evolving from isolated assistants into heterogeneous systems in which multiple agents, planners, controllers, and execution backends operate over the same user or enterprise environment. In such settings, safety becomes a system-level action-governance problem: deciding whether concrete agent-generated actions should be committed before they modify shared state.

02/09/2026
Simon Willison

Claude Fable 5.1 made me a really nice animated pelican

Today is Claude Fable (and Mythos) 5.1 day . Anthropic say that Fable 5.1 "sets a new standard for coding, knowledge work, and long-running problem-solving tasks". Their announcement spends a notable amount of time on scientific research, boasting of a 52.6% score on the brand new Terminal-Bench-Science 0.1 benchmark (first announced on August 27th ), up from 24.7% for Fable 5, 29.0% for Opus 5 and 22.4% for GPT-5.6 Sol.

01/09/2026
Copilot Changelog

Set an expiration date for individual user budgets

You can now set an optional expiration date on an individual user budget, and GitHub removes the budget on that date. This capability is generally available. The user then falls… The post Set an expiration date for individual user budgets appeared first on The GitHub Blog .

01/09/2026
TechCrunch AI

AIR raises $50M to help companies vet the skills and add-ons AI agents use

AIR's platform can discover agents running at a company, continuously vets any skills and add-ons they use, and blocks any unwanted behavior.

01/09/2026
The New Stack

Meta’s Claude Code rival exits beta with three new subscription tiers — and it’s pushing hard on price

Meta has formally launched Muse Code out of beta, less than a month after first debuting the coding agent. Alongside The post Meta’s Claude Code rival exits beta with three new subscription tiers — and it’s pushing hard on price appeared first on The New Stack .

01/09/2026
HF Daily Papers

MutMem-V2: Cryptographically Authorized Mutation in Persistent Agent Memory Portable Verification and Reproducible Evidence

MutMem V1 introduced retention-preserving, cryptographically authorized mutation for persistent agent memory but did not provide a complete portable verification contract or clean-install reproduction path. MutMem V2 closes that publication gap without introducing a second memory engine.

01/09/2026
AI News

Why MCP servers are becoming AI’s newest attack surface

As AI adoption gathers pace, so does the evolution of the infrastructure that supports it. New standards and connectors keep appearing, and the ones that catch on spread through the ecosystem within months rather than years. That speed strengthens what AI can do, but makes it very difficult for security teams to maintain sufficient protections. […] The post Why MCP servers are becoming AI’s newest attack surface appeared first on AI News .

01/09/2026
The New Stack

Cut coding agent token use with better tool output

Before an AI coding agent writes a single line of code, it has already spent tokens. For example, on source The post Cut coding agent token use with better tool output appeared first on The New Stack .

31/08/2026
HF Daily Papers

Beyond the Payload: How User Invocation Shapes Coding Agent Vulnerability to Repository Poisoning

Coding agents are increasingly used for software engineering tasks, including bootstrapping projects from third-party repositories whose integrity cannot be assumed. Prior work on repository poisoning largely focuses on attacker-controlled injection and disguise, but developers also shape risk through everyday invocation choices: what task to delegate, how to phrase the request, and which skills or rules to supply.

31/08/2026
Simon Willison

Understanding ChatGPT Work

OpenAI announced ChatGPT Work on July 9th, and have been furiously iterating on it ever since. It is an extraordinarily confusing and very powerful product. Here's what I've figured out about it so far. ChatGPT Work is actually two products The more interesting version of ChatGPT Work is the one that runs in the cloud. This can be accessed via chatgpt.com or through the ChatGPT mobile apps. Let's call it Work Cloud .

30/08/2026
InfoQ AI/ML

AWS Open Sources Kiro Crew for Asynchronous Coding Agents

Amazon recently announced Kiro Crew, an open-source system for running multiple Kiro coding agents across sessions, tools, and tasks. The new workspace lets developers assign asynchronous coding tasks to AI agents, allowing work such as incident investigation, ticket triage, migrations, and PR monitoring to continue without active supervision. By Renato Losio

30/08/2026
InfoQ AI/ML

Presentation: Architecting the Data Layer for AI Agents: From Transactional Systems to MCP and Semantic Models

Fabiane Nardon shares how TOTVS prepares enterprise data for token-hungry AI agents. She discusses balancing deterministic logic and non-deterministic LLMs across precision, security, and cost. Nardon details using data mesh, low-latency database architectures, semantic ontologies, and dynamic MCP tool selection to optimize context windows and reduce token overhead in transactional systems. By Fabiane Nardon

29/08/2026
DZone

The Reasoning Control Plane: The Missing Architectural Layer in Multi-Agent Systems

We have spent the last two years learning how to ground a single AI agent in enterprise data. That was the easy part. Coordinating a fleet of them turns out to be a different problem entirely. Multi-agent systems ask questions our current platforms weren't built to answer. How do two agents share state without contradicting each other? Whose credentials are used when Agent A calls Agent B? What audits the decision when an agent triggers another based on a probabilistic inference?

28/08/2026
GNews: Cursor Windsurf

Cursor AI Hack: Aurora Ransomware Breaches 7 Firms [2026] - tech-insider.org

Cursor AI Hack: Aurora Ransomware Breaches 7 Firms [2026] tech-insider.org

28/08/2026
GNews: AI Agents Code

Announcing AI Studio Skill—pro-code tools for developers - Oracle Blogs

Announcing AI Studio Skill—pro-code tools for developers Oracle Blogs

28/08/2026
GNews: AI Agents Code

Agent Island lets developers walk away while Claude Code and Codex keep working - iTWire

Agent Island lets developers walk away while Claude Code and Codex keep working iTWire

28/08/2026
HN AI/LLM

Terminal-Bench-Science: Evaluating AI agents on scientific research workflows

Terminal-Bench-Science: Evaluating AI agents on scientific research workflows

28/08/2026
TLDR AI

Gemini Omni 1.1 🎬, Cohere Parse 📄, Codex persistent mode 👨‍💻

Gemini Omni 1.1 🎬, Cohere Parse 📄, Codex persistent mode 👨‍💻

28/08/2026
Claude Blog

How Anthropic employees use Claude Tag

How Anthropic employees use Claude Tag

28/08/2026
Claude Blog

Claude for Teachers, now available for schools and districts

Claude for Teachers, now available for schools and districts

28/08/2026
Ars Technica AI

Anthropic's new hardware standard lets AI agents control the physical world

Standardized driver interface aims to let devices talk to AI and each other.

27/08/2026
GNews: AI Agents Code

Nevertheless, OpenAI Persists With New Always-On Agent - Gizmodo

Nevertheless, OpenAI Persists With New Always-On Agent Gizmodo

27/08/2026