> Markdown version of [/videos/100518-test-before-release-enforce-at-runtime-governance-for-tool-using-ai-agents?t=110](https://www.wearedevelopers.com/videos/100518-test-before-release-enforce-at-runtime-governance-for-tool-using-ai-agents?t=110). Every page supports `.md` or `Accept: text/markdown`. Links point to the HTML versions so they work for humans too. Agent guide: [/agents.md](https://www.wearedevelopers.com/agents.md). --- # Test Before Release, Enforce at Runtime: Governance for Tool-Using AI Agents A correct AI answer is still unsafe if the agent skips required steps. Secure your production databases by combining pre-production behavioral validation with strict runtime enforcement. - **Speakers:** [Sachin Gupta](https://www.wearedevelopers.com/@sachin-gupta) - **Event:** World Congress 2026 North America - **Published:** September 25, 2026 - **Duration:** 21:16 - **URL:** https://www.wearedevelopers.com/videos/100518-test-before-release-enforce-at-runtime-governance-for-tool-using-ai-agents - **Thumbnail URL:** https://customer-goifxnzhrq3d0d54.cloudflarestream.com/86d9ef56c24a4476065fe567030a4c90/thumbnails/thumbnail.jpg?time=112441ms ## Access Playback and chapters for this video are available with a Free account. ## Related Moments - [Security integration and AI skepticism in developer tooling](https://www.wearedevelopers.com/videos/1830-wearedevelopers-live-speculaitions) (from "WeAreDevelopers LIVE - SpeculAItions") - **Thumbnail URL:** https://customer-goifxnzhrq3d0d54.cloudflarestream.com/2cdb4226b123a771ffa9261c5605d057/thumbnails/thumbnail.jpg?time=202197ms - [Using AI agents for security testing and bug fixing](https://www.wearedevelopers.com/videos/100592-coffee-with-developers-with-noris-buriac-forward-security) (from "Coffee with Developers with Noris Buriac (Forward Security)") - **Thumbnail URL:** https://customer-goifxnzhrq3d0d54.cloudflarestream.com/452af028b9f8ec87961079131316173e/thumbnails/thumbnail.jpg?time=114296ms - [Adopting the modern AI accountability technology stack](https://www.wearedevelopers.com/videos/100307-11-principles-for-evaluating-ai-dev-tools) (from "11 Principles for Evaluating AI Dev Tools") - **Thumbnail URL:** https://customer-goifxnzhrq3d0d54.cloudflarestream.com/e81f5da44f585df5b9617190222e5f8f/thumbnails/thumbnail.jpg?time=123200ms - [Answering questions on compliance, architecture, and cultural adoption](https://www.wearedevelopers.com/videos/100261-building-an-agentic-software-factory-how-we-rebuilt-product-development-at-pipedrive) (from "Building an agentic software factory: How we rebuilt product development at Pipedrive") - **Thumbnail URL:** https://customer-goifxnzhrq3d0d54.cloudflarestream.com/43e0d5bdc70526fe2c8079409e857fbc/thumbnails/thumbnail.jpg?time=106390ms - [Grounding AI tools in shared team principles](https://www.wearedevelopers.com/videos/100042-it-s-a-great-time-to-be-a-builder-leveraging-ai-for-good) (from "It's a Great Time to be a Builder: Leveraging AI for Good") - **Thumbnail URL:** https://customer-goifxnzhrq3d0d54.cloudflarestream.com/73d2657ec974be8a8087642d6e3bf472/thumbnails/thumbnail.jpg?time=13509ms - [Shifting security models from passive chatbots to active agents](https://www.wearedevelopers.com/videos/2093-from-shadow-ai-to-secure-intelligence-safe-ai-usage-in-the-enterprise) (from "From Shadow AI to Secure Intelligence: Safe AI Usage in the Enterprise") - **Thumbnail URL:** https://customer-goifxnzhrq3d0d54.cloudflarestream.com/d8ec1307b787c33efa86b61c9d7f2ac2/thumbnails/thumbnail.jpg?time=120300ms ## Related Articles - [Do You Trust Your Agents? Five Quick Ways to Contain Them](https://www.wearedevelopers.com/magazine/787-do-you-trust-your-agents-five-quick-ways-to-contain-them) - [Trustworthy AI Starts at Deployment: 5 Checks Before You Ship](https://www.wearedevelopers.com/magazine/753-trustworthy-ai-starts-at-deployment-5-checks-before-you-ship) - [ I Gave a Video Editor More Autonomy Than a Trading Bot. On Purpose.](https://www.wearedevelopers.com/magazine/773-i-gave-a-video-editor-more-autonomy-than-a-trading-bot-on-purpose) - [What is Agentic Programming and Why Should Developers Care?](https://www.wearedevelopers.com/magazine/625-what-is-agentic-programming-and-why-should-developers-care) ## Related Jobs - [MLOps AI Engineer](https://www.wearedevelopers.com/jobs/ext/2565312-mlops-ai-engineer) at **TeamViewer Germany GmbH,** - [Staff Developer Advocate, GitHub Security Lab](https://www.wearedevelopers.com/jobs/ext/3929243-staff-developer-advocate-github-security-lab) at **GitHub** - [Principal Solutions Architect, Professional Services](https://www.wearedevelopers.com/jobs/ext/3705353-principal-solutions-architect-professional-services) at **Docker, Inc.** - [Senior AI Platform Engineer](https://www.wearedevelopers.com/jobs/ext/3709265-senior-ai-platform-engineer) at **ARM** - [Senior AI Platform Engineer](https://www.wearedevelopers.com/jobs/ext/3711642-senior-ai-platform-engineer) at **ARM** - [Staff Developer Advocate, GitHub Security Lab](https://www.wearedevelopers.com/jobs/ext/2628442-staff-developer-advocate-github-security-lab) at **GitHub**