Early rogue AI agent activity and attempts to hack found on urlquery.net
Top Hacker News discussion.
transluce
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Thursday, September 24, 2026
Feature
Multi-Agent Handoff Challenges: New Architectures Aim to Improve Reliability
Developers struggle with seamless transitions between AI agents, risking task failures.
Why it mattersAgent systems are evolving to include advanced memory architectures and proactive testing, addressing handoff failures. This shift challenges developers to balance innovation with the need for robust security and reliable performance in multi-agent workflows.
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Each morning: models, tools, research, and conversations distilled from across the web — with why they matter for builders.
Around the Web
Rogue AI Shenanigans
list of entities hacked by openai grows by one
Rogue OpenAI agent 'infiltrated' Australian government website in world first https://www.bbc.com/news/articles/c6vgy0333dppo
r/LocalLLaMA
Building Better AI Agents
Introducing CAFE(S): A framework for defining AI context quality
Today in ACM Queue, researchers from DX, Capital One, GitHub, UVic, and Google published the CAFE(S) framework, providing "a diagnostic standard for improving AI agent effectiveness." The CAFE(S) framework introduces fi…
r/AI_Agents
Multi-agent handoff is where our runs die. What's the check that actually saved yours?
Every sub-agent in a multi-agent setup can pass its own eval and the full run still ships a wrong answer. The failure lives in the seam between agents. It shows up whenever intent, constraints, or an artifact drifts on…
r/AI_Agents
How are you handling sensitive data when building AI agents?
I’ve been thinking about a problem that seems to become more important as AI agents get access to more tools and internal systems. An agent might need to work with things like company documents, customer information, in…
r/AI_Agents
Tools
DietrichGebert/ponytail
Makes your AI agent think like the laziest senior dev in the room. The best code is the code you never wrote.
github | stars 145,450
anywhere-labs/dsh-desktop
为 DeepSeek Harness (DSH) 插件生态打造的现代化桌面端解决方案。万物皆「插件」，桌面本身也是「插件」。
github | stars 28,861
Build
How Smart Model Routing Can Cut LLM Costs by 10X
Cost reduction isn’t a given. It also depends on the types of requests the application receives, the price difference between models, and how well the routing system performs. In this article, we are going to look at va…
blog.bytebytego
Research
Agent-Editing World Model: Rethinking World Modeling for LLM Agents
Recent advances in large language models (LLMs) have enabled agents to tackle long-horizon tasks across diverse environments. To further improve agent performance, existing language world models typically predict enviro…
arxiv
Resource-Adaptive Stochastic Gradient Descent for Online Linear Programming without Re-solving
The growth of large language model (LLM) inference and search services increases the scale of online linear programming problems, motivating computationally efficient algorithms. We develop resource-adaptive stochastic…
arxiv
Learning the Cost of Reliable Inference
Benchmarking and routing platforms increasingly act as intermediaries connecting large language model providers with end-users. However, providers on these platforms typically use a fixed price per token, preventing use…
arxiv
Playbooks
New in LangSmith Engine: red teaming and automated testing
LangSmith Engine now includes Red Teaming to proactively detect agent issues and automated agent testing. Learn more about the Engine v2 release.
langchain
What’s new in Microsoft Agent Framework: Interactive experiences, memory, and resilient execution
An agent that answers a question is a starting point. An agent that completes useful work needs more: an interface users can interact with, memory beyond the current conversation, an appropriate environment for executin…
devblogs.microsoft
Designing AI-resistant technical evaluations
What we learned from three iterations of a performance engineering take-home that Claude keeps beating.
anthropic
News
Build a multi-account AI agent with AgentCore Gateway and MCP
Build a multi-account architecture that keeps each team's data in its own AWS account while giving AI agents a unified way to query across them. A central platform account runs the agent using Amazon Bedrock AgentCore G…
aws.amazon
Presentation: APIs for Agents: Rethinking API Programs in the MCP Era
Jim Gough and Andreea Niculcea explain how Morgan Stanley uses Architecture as Code with CALM to modernize its API program. They demonstrate integrating Model Context Protocol (MCP) and Agent-to-Agent (A2A) communicatio…
infoq
pentest-harness
Pentest Harness — Heaven for Hackers. A self-hosted AI agent harness for authorized pentests, bug bounty, security labs, and CTFs. Bring your own AI model API; sessions stay local.
kitploit