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Welcome back to The Edge, CogAbility's monthly AI briefing for state and local government innovators.

Ready to see how governments across the nation are using AI?

Let’s dive in!

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ANTHROPIC:

🔥 What's In This Issue

  • Local wins: Louisville appoints first AI chief and pilots permitting AI, Pueblo County joins the wave, Honolulu modernizes planning.
  • States step up: California launches Poppy AI assistant for employees, Caltrans expands adoption, Texas and Iowa define strategic AI use.
  • Best practices: Urgent calls for responsible governance, data infrastructure frameworks, and workforce readiness strategies.
  • Tools to try: OneGov deals accelerating adoption, Government Publishing Office transformation, accessibility platforms.
  • Policy watch: New Jersey enshrines innovation office in law, AI preemption heats up, states tackle fake content and surveillance.

🚀 Local Innovators

🏛️ State Innovators

📚 Insights & Best Practices

🦄 Tools, Apps and New Features

📄 AI Policy & Legislation

INNOVATION TIP: AI Safety Guardrails - Essential Controls for Local Government

As governments transition from AI pilots to deployment, implementing AI safety guardrails is critical to protecting constituent data and maintaining public trust by ensuring AI systems remain accurate, secure, safe, and on-policy.

This short piece describes the 8 most proven ways to control AI system behavior for government agencies.

NOTE: at CogAbility, we’ve developed a proprietary set of guardrails for local government agency customers in the US - contact us to learn more.

Eight Types of AI Safety Guardrails

  1. Retrieval-Augmented Generation (RAG): Grounds AI behavior in verified government information stored in special type of database compatible with AI models (a vector database). RAG prevents hallucinations by restricting the AI to only use authoritative agency documents and data in its response.

  2. System Prompts: These are baseline instructions that dictate what the AI can discuss, define the AI’s persona and behavioral boundaries, and describe how the AI should handle sensitive requests (e.g., a benefits bot refusing to give legal advice). Unlike task-level prompts, system-level prompts are persistent and called for every AI query.

  3. Topic & Entity Restrictions: Denied Topic/Entity Lists block restricted & off-topic subjects and named entities like personnel matters, pending litigation, or explaining how to hack a chatbot. On the other side, Topic/Entity White Lists restrict the AI’s responses to specific topics and named entities, such as zoning regulations, your local tax collector’s name, or permit requirements. Together, topic and entity restrictions keep your CogBot focused on its intended use - and nothing else.

  4. Domain Restrictions: Domain white lists and black lists restrict the AI’s access to specific government websites and prevents it from generating content from off-limit sources.

  5. Geo Restrictions: Ensures the AI only provides guidance relevant to its city or county jurisdiction to avoid confusion. Can also restrict foreign visitors and AIs from using your AI service.

  6. Input/Output Filtering: Server-side logic & instructions that prevent "prompt injection" attacks and catch sensitive data leaks before they impact a user.

  7. Human-in-the-Loop Controls: Supports manual reviews of AI responses for high-stakes outcomes such as benefit denials or permit rejections.

  8. Operational Security: Implements rate limiting & other technical restrictions to prevent system abuse, hacking, and audit logging to ensure transparency.

Conclusion

Establishing robust governance frameworks for AI is an urgent responsibility for government leaders. Done correctly, AI safety guardrails do not slow innovation; instead, they make it sustainable by ensuring AI serves the public interest while protecting everyone’s rights and building trust.

💪 How Will AI Empower Your Team in 2026?

Our Catalog of Government AI Solutions describes the AI-powered jobs that CogBots are doing for US government agencies today.

Learn something new today?

See You Next Month :-)

At The Edge, our mission is to build an educated community focused on the latest AI innovations in our industry. We’re passionate about curating the best AI-related content, including tools, case studies, prompts, agents, platforms, and AI upgrades in leading applications. We keep you connected to the breakthroughs and the discussions that matter so you can stay in the loop without endless searching. We also work with business partners who want to reach an audience as passionate about AI as we are.

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