Skill Trust
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VASO: Formally Verifiable Self-Evolving Skills for Physical AI Agents
arXiv:2606.05395v1 Announce Type: new Abstract: Reusable robot skills are becoming the basic units through which embodied agents turn open-ended instructions into long-horizon physical behavior. We argue that, while foundation models have collapsed the cost of creating these skills, the cost of trusting them has not. Existing skill-evolution loops refine skills through execution feedback, unit tests, environment reward, or LLM self-critique, but these signals provide only trace-level...
Fox wins second World Cup gold in two days to continue inspiring comeback
"I've been doing this for a long time now and I need to trust myself and trust my skills," Fox said. "Throughout the whole surgery and recovery process, I kept telling myself the mind remembers, the body remembers, I can come back from this and I'll be back." "Coming off the back of Slovenia last week, I was battling with a wrist injury, so I've been managing that," Fox said.
SkillGuard: A Permission Framework for Agent Skills
arXiv:2606.03024v1 Announce Type: new Abstract: Agent skills extend LLM agents with reusable instructions, scripts, tool bindings, and contextual dependencies. However, current skill ecosystems largely rely on trust-based loading and static inspection, leaving a gap between what a skill can inject into an agent's context and what it can cause the agent to do at runtime. This gap introduces new security and privacy risks, and existing defenses primarily inspect skill files statically or...
'Rajasthan ka Jadeja': Making of Manav Suthar, India's newest left-arm spin hope
Manav Suthar's Test debut against Afghanistan was the culmination of a six-to-seven-year focus on red-ball cricket. Moments before receiving India cap No. 319, the left-arm spinner called coach Dheeraj Sharma, who reminded him to trust his skills. Suthar responded with 28 runs and figures of 3/21 on debut.
Agent Skills for Large Language Models: Architecture, Acquisition, Security, and the Path Forward
arXiv:2602.12430v4 Announce Type: replace Abstract: The transition from monolithic language models to modular, skill-equipped agents marks a defining shift in how large language models (LLMs) are deployed in practice. Rather than encoding all procedural knowledge within model weights, agent skills -- composable packages of instructions, code, and resources that agents load on demand -- enable dynamic capability extension without retraining. It is formalized in a paradigm of progressive...
Katter attempt to dodge ban and debate abortion access shot down by Qld government
Katter attempts to force discussion on abortion access in Queensland parliament despite ban on debate Tue 2 Jun 2026 at 6:48pm In short: An attempt by state MP Robbie Katter to dodge a parliamentary ban on abortion debate has been defeated by 85 votes to 2, with the two votes coming from two KAP MPs. Mr Katter claimed changes to the Medicines and Poisons (Medicines) Amendment Regulation 2026 changed access to abortion medication. Premier David Crisafulli implemented a ban on debate on the...
Tracking the Behavioral Trajectories of Adapting Agents
arXiv:2606.02536v1 Announce Type: new Abstract: Text files such as skill files, memory files, and behavioral configuration files play a central role in defining how modern agents act. Through edits by humans or the agents themselves, these files may evolve over time, directly steering the agent's behavior in future interactions. We present a methodology and framework for measuring agent $traits$ by defining traits as directions in the embedding space of a text embedding model.
NHS doctor who admitted hating British weather chat fired for lack of communication skills
NHS doctor who admitted hating British weather chat fired for lack of communication skills Dr Maryna Anatolyeva says people did not talk about the weather in her native Belarus - Bookmark A Belarusian NHS doctor, who admitted struggling with “small talk” and British weather chat, has lost her unfair dismissal case after being fired for communication issues. Dr Maryna Anatolyeva's £100,000 lawsuit against the health service was rejected by an employment judge, who found she was sacked because...
"Do Not Mention This to the User": Detecting and Understanding Malicious Agent Skills
arXiv:2602.06547v3 Announce Type: replace Abstract: LLM-based coding agents increasingly rely on third-party extensions called skills, which bundle natural language instructions and helper scripts that execute with full user privileges. Community registries have emerged to distribute these skills, but the security implications remain unstudied due to the absence of labeled threat data. This paper presents a systematic security analysis of 98,380 skills collected from two major registries.
MaskClaw: Edge-Side Personalized Privacy Arbitration for GUI Agents with Behavior-Driven Skill Evolution
arXiv:2605.28646v2 Announce Type: replace Abstract: GUI agents rely on screenshots to infer intent and operate across applications, but these screenshots often contain private messages, medical records, payment credentials, and workplace-specific workflows. Privacy decisions in this setting depend on task, recipient, application state, and user role, yet static PII detectors miss these boundaries and cloud-side VLM reasoning can upload the raw screen before deciding what should be protected....