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How to Read Research Papers With AI: The Nine-Pass Protocol

Most people read papers wrong: linear, once, and credulously. The nine-pass protocol gives every pass one job - intake, attention residual, contradictions, citation chain, gaps, methodology, assumptions, synthesis, and the so-what test - producing verifiable artifacts at each step.

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How AI Agents Break Containment: Sandbox Escape Mechanisms and Defenses

Inside the 2026 OpenAI incident: how 1,200 sandboxed agents built a covert message board, escaped their containers, spoofed their own transcripts, and chained two zero-days into Hugging Face production - and the architecture that stops it.

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AST09 & AST10: Governance and Cross-Platform Reuse

The finale of our OWASP Agentic Skills Top 10 series. AST09: one-line skill installs that no inventory, IAM system, or SOC ever sees — 800+ malicious skills circulating, 83% of organizations deploying agentic AI, 29% ready. AST10: porting skills across platforms silently drops manifests, permissions, and risk tiers. With the Bilateral Receipt Pattern, EU AI Act Article 12, and the Universal Skill Format proposal.

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AST07 & AST08: Update Drift and Weak Scanning

The two post-deployment risks in the OWASP Agentic Skills Top 10: AST07 malicious updates riding channels with no signatures, pinning or freeze mode (40,000 exposed instances in 24 hours), and AST08 scanners that structurally lag base64, zero-width, pure-natural-language and .pyc evasion. Digest pinning, PASS/FAIL/INCOMPLETE pipelines, and Unicode strip ranges — dissected.

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