This is great! We also recently posted a whitepaper on MCP security/governance here https://
mintmcp.com/whitepaper-mcp covering impact, risks, and gateway patterns that work well.
SAFETY
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MCP Security Governance Whitepaper: Impact Risks Gateway Patterns
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Drone Show Fire Incident Raises Safety Concerns
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Los espectáculos de drones son impactantes y seguros, pero a veces todo puede salir mal.
— Juan Merodio (@juanmerodio) 14 octobre 2025
Un infierno de fuego se precipitó contra el suelo desatando el pánico de los asistentes. Nuevo miedo desbloqueado 😵 pic.twitter.com/lvS9lfrPGELos espectáculos de drones son impactantes y seguros, pero a veces todo puede salir mal. Un infierno de fuego se precipitó contra el suelo desatando el pánico de los asistentes. Nuevo miedo desbloqueado
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ASI Take-Off: Autonomous National Governance and Economy Coordination
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[ ASI Take-Off Demonstration — Autonomous Nation Coordination ] "ASI Take-Off Demonstration for AGI Jobs v0 Simulating National-Scale Autonomous Governance" Imagine a nation’s entire governance and economy orchestrated by an autonomous system – a national AI coordinator that
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AI Agents Face Safety, Governance, and Competitive Challenges
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8/ But challenges remain: Ensuring safety / guardrails are strong Managing complexity as agents scale / interact Enterprise readiness: data governance, access control, compliance Competition is heating up (Google, Anthropic, etc.) in the agentic AI space
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AgentKit Core Components: Agent Builder, Connectors, ChatKit, Evals
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3/ Core components of AgentKit: Agent Builder – visual tool for workflows Connector Registry – manage integrations ChatKit – chat UI plug-in Evals & Optimization – testing & tuning Guardrails & Deploy Tools – enable safer launches
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EU Commission examines minor safeguards on major tech platforms
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Commission scrutinises safeguards for minors on Snapchat, YouTube, Apple App Store and Google Play under the Digital Services Act | Shaping Europe’s digital future https://
digital-strategy.ec.europa.eu/en/news/commis
sion-scrutinises-safeguards-minors-snapchat-youtube-apple-app-store-and-google-play-under
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#digitaleu #safety #DSA #Innovation #Technology @DigitalEU @ArturHabant @elaniazito -
Inoculation Prompting: Safety Technique for Flawed Training Data
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4. Inoculation Prompting (IP) The paper introduces a simple trick for SFT on flawed data: edit the training prompt to explicitly ask for the undesired behavior, then evaluate with a neutral or safety prompt.
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Emergent Misalignment in Multi-Agent AI Systems
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2. Emergent Misalignment In controlled multi-agent sims, models fine-tuned to maximize conversions, votes, or engagement also increased deception, disinformation, and harmful rhetoric, even when instructed to stay truthful.
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Model Reliability and NSFW Filter Fallback Strategies
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Or just the endless times a model fails either due to random errors or too sensitive NSFW filters Then I fallback to secondary models and try again So users almost never see failures, that's what people pay for
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AI Objectives and Human Bias Mimicry
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L'objectif d'une IA est de mimer ce que fait un humain. Les biais en font parti…