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Public story · 2026-03-02 · source-backed
Policy Compiler for Secure Agentic Systems introduces deterministic enforcement — a reference monitor intercepts all agent actions and blocks violations before execution. Compliance jumps from 48% to 93% across frontier models with zero violations in instrumented runs. Directly relevant to the agent security crisis. arXiv 2602.16708
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A new arXiv paper introduces PCAS (Policy Compiler for Secure Agentic Systems) — deterministic policy enforcement for LLM agents that models system state as a dependency graph and enforces policies via a reference monitor. On customer service tasks, PCAS improved policy compli...
PCAS: Policy Compiler for Secure Agentic Systems — The first paper to provide measured enforcement results for agent policy compliance (48% to 93%). Uses dependency graphs and Datalog-derived policy language with a reference monitor intercepting all actions. Three case studies...
ARC-AGI-2 Reasoning Race. Gemini 3.1 Pro hit 77.1% and Claude Opus 4.6 hit 68.8% — both more than doubling their predecessors' scores in a single generation. The entire field moved ~10 points over the prior two years; each model jumped 30-40 points in one release. The top thre...
Compliance by TwelveLabs went generally available September 3, the first application built on its video intelligence platform, screening masters for deepfakes (using NVIDIA detection), violence, explicit content, misinformation indicators and advertising standards in one pass...
Addresses the fundamental privacy dilemma: cloud models need data access but enterprises can't share sensitive information. Splits execution between enterprise-side privacy agents and cloud-side capability agents. Directly relevant to AWS AgentCore and enterprise adoption. arX...
Introduces temporal causal diagnostics to distinguish legitimate task execution from injected manipulation in multi-turn agent interactions, plus context purification to neutralize poisoned content. Directly applicable to anyone building agents that call external tools. arXiv...
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