https://rvdemo-app-crnwvkk4ua-uc.a.run.app/insights/ Insights on AI agent governance, observability and data from Bytes4AI. en https://rvdemo-app-crnwvkk4ua-uc.a.run.app/posts/guardian-agents-are-coming/https://rvdemo-app-crnwvkk4ua-uc.a.run.app/posts/guardian-agents-are-coming/Tue, 29 Sep 2026 00:00:00 GMTGartner predicts that by 2028, 40% of CIOs will demand guardian agents to oversee their AI agents. Here is what reviewer, monitor, and protector practices any team can build today, without buying anything.AgentsGovernance https://rvdemo-app-crnwvkk4ua-uc.a.run.app/posts/kill-switches-arent-optional/https://rvdemo-app-crnwvkk4ua-uc.a.run.app/posts/kill-switches-arent-optional/Tue, 29 Sep 2026 00:00:00 GMTA kill switch that has never been tested is not a control. Here is how to design one that actually stops a run, and stays stopped.AgentsGovernanceEngineering https://rvdemo-app-crnwvkk4ua-uc.a.run.app/posts/observability-adoption-vs-eval-coverage/https://rvdemo-app-crnwvkk4ua-uc.a.run.app/posts/observability-adoption-vs-eval-coverage/Tue, 29 Sep 2026 00:00:00 GMTLangChain's latest survey finds 89% of teams have agent observability in place, but only 52% run offline evals and 37% run online ones. Seeing what an agent did is not the same as knowing it was right.AgentsObservabilityEngineering https://rvdemo-app-crnwvkk4ua-uc.a.run.app/posts/open-agent-safety-at-commodity-scale/https://rvdemo-app-crnwvkk4ua-uc.a.run.app/posts/open-agent-safety-at-commodity-scale/Tue, 29 Sep 2026 00:00:00 GMTNvidia's new Open Agent Safety Platform pairs a hardware watcher with hard limits on what an agent can touch. Here is what the same defense looks like built from ordinary cloud parts.AgentsGovernanceEngineering https://rvdemo-app-crnwvkk4ua-uc.a.run.app/posts/shadow-ai-is-the-new-shadow-it/https://rvdemo-app-crnwvkk4ua-uc.a.run.app/posts/shadow-ai-is-the-new-shadow-it/Tue, 29 Sep 2026 00:00:00 GMTShadow AI starts like shadow IT: unapproved tools holding company data. But an agent acts with your credentials, and its mistakes land under your name.AgentsGovernance https://rvdemo-app-crnwvkk4ua-uc.a.run.app/posts/the-governance-containment-gap/https://rvdemo-app-crnwvkk4ua-uc.a.run.app/posts/the-governance-containment-gap/Tue, 29 Sep 2026 00:00:00 GMT58% of organizations now monitor their AI agents continuously, but only 40% can quickly stop one that misbehaves. A new survey puts numbers on the gap between watching and stopping.AgentsGovernance https://rvdemo-app-crnwvkk4ua-uc.a.run.app/posts/the-missing-layer-part-two/https://rvdemo-app-crnwvkk4ua-uc.a.run.app/posts/the-missing-layer-part-two/Tue, 29 Sep 2026 00:00:00 GMTWatching an agent is not the same as stopping it. Observability tells you what happened; containment decides what can happen at all — and the two only work as a pair.AgentsObservabilityGovernance https://rvdemo-app-crnwvkk4ua-uc.a.run.app/posts/the-missing-layer/https://rvdemo-app-crnwvkk4ua-uc.a.run.app/posts/the-missing-layer/Sun, 27 Sep 2026 00:00:00 GMTMost enterprise agent pilots stall before production, and the reflex is to blame the model. That's the wrong diagnosis. What's missing is the layer that lets a system see itself: observability.EngineeringObservability https://rvdemo-app-crnwvkk4ua-uc.a.run.app/posts/what-ships-and-what-doesnt/https://rvdemo-app-crnwvkk4ua-uc.a.run.app/posts/what-ships-and-what-doesnt/Sat, 26 Sep 2026 00:00:00 GMTOur build tooling can merge and deploy for us. It never ships. So in the product, every change still waits for a person: not because a setting says so, but because the thing that skips the wait isn't there.EngineeringGovernance https://rvdemo-app-crnwvkk4ua-uc.a.run.app/posts/nested-conductor-pros-and-cons/https://rvdemo-app-crnwvkk4ua-uc.a.run.app/posts/nested-conductor-pros-and-cons/Fri, 25 Sep 2026 00:00:00 GMTA LangGraph Conductor running inside my existing launcher: what the graph takes over, what stays outside it, and what the lab runs showed. An in-house lab build, not production.AgentsEngineering https://rvdemo-app-crnwvkk4ua-uc.a.run.app/posts/the-blast-radius-of-capability/https://rvdemo-app-crnwvkk4ua-uc.a.run.app/posts/the-blast-radius-of-capability/Thu, 24 Sep 2026 00:00:00 GMTThe more capable an AI model is, the larger the blast radius when it is wrong, misused, or pointed at the wrong data.Data and people https://rvdemo-app-crnwvkk4ua-uc.a.run.app/posts/write-the-evals-first/https://rvdemo-app-crnwvkk4ua-uc.a.run.app/posts/write-the-evals-first/Thu, 24 Sep 2026 00:00:00 GMTTeams that build AI features should write their evals before they ship, not after something breaks.ObservabilityEngineering https://rvdemo-app-crnwvkk4ua-uc.a.run.app/posts/your-data-your-say/https://rvdemo-app-crnwvkk4ua-uc.a.run.app/posts/your-data-your-say/Wed, 23 Sep 2026 00:00:00 GMTPeople should have a real voice in how their data is collected and used by AI systems.Data and people https://rvdemo-app-crnwvkk4ua-uc.a.run.app/posts/pro-progress-pro-protection/https://rvdemo-app-crnwvkk4ua-uc.a.run.app/posts/pro-progress-pro-protection/Tue, 22 Sep 2026 00:00:00 GMTSupporting new technology and protecting people are not opposites. Good AI can do both.Data and people https://rvdemo-app-crnwvkk4ua-uc.a.run.app/posts/bytes-are-the-raw-material/https://rvdemo-app-crnwvkk4ua-uc.a.run.app/posts/bytes-are-the-raw-material/Mon, 21 Sep 2026 00:00:00 GMTEvery AI system is built from bytes of data. Knowing where those bytes come from is the first step to protecting the people behind them.Data and people https://rvdemo-app-crnwvkk4ua-uc.a.run.app/posts/test-fixture-40/https://rvdemo-app-crnwvkk4ua-uc.a.run.app/posts/test-fixture-40/Sat, 12 Sep 2026 00:00:00 GMT[TEST] DEV-only placeholder post 40. Not real content.Data and peopleAgents https://rvdemo-app-crnwvkk4ua-uc.a.run.app/posts/test-fixture-39/https://rvdemo-app-crnwvkk4ua-uc.a.run.app/posts/test-fixture-39/Wed, 05 Aug 2026 00:00:00 GMT[TEST] DEV-only placeholder post 39. Not real content.Engineering https://rvdemo-app-crnwvkk4ua-uc.a.run.app/posts/test-fixture-38/https://rvdemo-app-crnwvkk4ua-uc.a.run.app/posts/test-fixture-38/Wed, 22 Jul 2026 00:00:00 GMT[TEST] DEV-only placeholder post 38. Not real content.Observability https://rvdemo-app-crnwvkk4ua-uc.a.run.app/posts/test-fixture-37/https://rvdemo-app-crnwvkk4ua-uc.a.run.app/posts/test-fixture-37/Mon, 15 Jun 2026 00:00:00 GMT[TEST] DEV-only placeholder post 37. Not real content.AgentsEngineering https://rvdemo-app-crnwvkk4ua-uc.a.run.app/posts/test-fixture-35/https://rvdemo-app-crnwvkk4ua-uc.a.run.app/posts/test-fixture-35/Mon, 25 May 2026 00:00:00 GMT[TEST] DEV-only placeholder post 35. Not real content.Data and people https://rvdemo-app-crnwvkk4ua-uc.a.run.app/posts/test-fixture-36/https://rvdemo-app-crnwvkk4ua-uc.a.run.app/posts/test-fixture-36/Fri, 08 May 2026 00:00:00 GMT[TEST] DEV-only placeholder post 36. Not real content.Governance https://rvdemo-app-crnwvkk4ua-uc.a.run.app/posts/test-fixture-34/https://rvdemo-app-crnwvkk4ua-uc.a.run.app/posts/test-fixture-34/Sat, 18 Apr 2026 00:00:00 GMT[TEST] DEV-only placeholder post 34. Not real content.EngineeringGovernance https://rvdemo-app-crnwvkk4ua-uc.a.run.app/posts/test-fixture-33/https://rvdemo-app-crnwvkk4ua-uc.a.run.app/posts/test-fixture-33/Wed, 11 Mar 2026 00:00:00 GMT[TEST] DEV-only placeholder post 33. Not real content.Observability https://rvdemo-app-crnwvkk4ua-uc.a.run.app/posts/test-fixture-32/https://rvdemo-app-crnwvkk4ua-uc.a.run.app/posts/test-fixture-32/Wed, 04 Feb 2026 00:00:00 GMT[TEST] DEV-only placeholder post 32. Not real content.Agents https://rvdemo-app-crnwvkk4ua-uc.a.run.app/posts/test-fixture-31/https://rvdemo-app-crnwvkk4ua-uc.a.run.app/posts/test-fixture-31/Wed, 21 Jan 2026 00:00:00 GMT[TEST] DEV-only placeholder post 31. Not real content.GovernanceObservability https://rvdemo-app-crnwvkk4ua-uc.a.run.app/posts/test-fixture-30/https://rvdemo-app-crnwvkk4ua-uc.a.run.app/posts/test-fixture-30/Sun, 14 Dec 2025 00:00:00 GMT[TEST] DEV-only placeholder post 30. Not real content.Data and people https://rvdemo-app-crnwvkk4ua-uc.a.run.app/posts/test-fixture-29/https://rvdemo-app-crnwvkk4ua-uc.a.run.app/posts/test-fixture-29/Sun, 07 Dec 2025 00:00:00 GMT[TEST] DEV-only placeholder post 29. Not real content.Engineering https://rvdemo-app-crnwvkk4ua-uc.a.run.app/posts/test-fixture-28/https://rvdemo-app-crnwvkk4ua-uc.a.run.app/posts/test-fixture-28/Mon, 24 Nov 2025 00:00:00 GMT[TEST] DEV-only placeholder post 28. Not real content.ObservabilityData and people https://rvdemo-app-crnwvkk4ua-uc.a.run.app/posts/test-fixture-27/https://rvdemo-app-crnwvkk4ua-uc.a.run.app/posts/test-fixture-27/Fri, 17 Oct 2025 00:00:00 GMT[TEST] DEV-only placeholder post 27. Not real content.Agents https://rvdemo-app-crnwvkk4ua-uc.a.run.app/posts/test-fixture-26/https://rvdemo-app-crnwvkk4ua-uc.a.run.app/posts/test-fixture-26/Wed, 10 Sep 2025 00:00:00 GMT[TEST] DEV-only placeholder post 26. Not real content.Governance https://rvdemo-app-crnwvkk4ua-uc.a.run.app/posts/test-fixture-25/https://rvdemo-app-crnwvkk4ua-uc.a.run.app/posts/test-fixture-25/Sun, 03 Aug 2025 00:00:00 GMT[TEST] DEV-only placeholder post 25. Not real content.Data and peopleAgents https://rvdemo-app-crnwvkk4ua-uc.a.run.app/posts/test-fixture-24/https://rvdemo-app-crnwvkk4ua-uc.a.run.app/posts/test-fixture-24/Sun, 20 Jul 2025 00:00:00 GMT[TEST] DEV-only placeholder post 24. Not real content.Engineering https://rvdemo-app-crnwvkk4ua-uc.a.run.app/posts/test-fixture-23/https://rvdemo-app-crnwvkk4ua-uc.a.run.app/posts/test-fixture-23/Sun, 13 Jul 2025 00:00:00 GMT[TEST] DEV-only placeholder post 23. Not real content.Observability https://rvdemo-app-crnwvkk4ua-uc.a.run.app/posts/test-fixture-22/https://rvdemo-app-crnwvkk4ua-uc.a.run.app/posts/test-fixture-22/Fri, 06 Jun 2025 00:00:00 GMT[TEST] DEV-only placeholder post 22. Not real content.AgentsEngineering https://rvdemo-app-crnwvkk4ua-uc.a.run.app/posts/test-fixture-21/https://rvdemo-app-crnwvkk4ua-uc.a.run.app/posts/test-fixture-21/Fri, 23 May 2025 00:00:00 GMT[TEST] DEV-only placeholder post 21. Not real content.Governance https://rvdemo-app-crnwvkk4ua-uc.a.run.app/posts/test-fixture-20/https://rvdemo-app-crnwvkk4ua-uc.a.run.app/posts/test-fixture-20/Wed, 16 Apr 2025 00:00:00 GMT[TEST] DEV-only placeholder post 20. Not real content.Data and people https://rvdemo-app-crnwvkk4ua-uc.a.run.app/posts/test-fixture-18/https://rvdemo-app-crnwvkk4ua-uc.a.run.app/posts/test-fixture-18/Wed, 26 Mar 2025 00:00:00 GMT[TEST] DEV-only placeholder post 18. Not real content.Observability https://rvdemo-app-crnwvkk4ua-uc.a.run.app/posts/test-fixture-19/https://rvdemo-app-crnwvkk4ua-uc.a.run.app/posts/test-fixture-19/Sun, 09 Mar 2025 00:00:00 GMT[TEST] DEV-only placeholder post 19. Not real content.EngineeringGovernance https://rvdemo-app-crnwvkk4ua-uc.a.run.app/posts/test-fixture-17/https://rvdemo-app-crnwvkk4ua-uc.a.run.app/posts/test-fixture-17/Wed, 19 Feb 2025 00:00:00 GMT[TEST] DEV-only placeholder post 17. Not real content.Agents https://rvdemo-app-crnwvkk4ua-uc.a.run.app/posts/test-fixture-16/https://rvdemo-app-crnwvkk4ua-uc.a.run.app/posts/test-fixture-16/Sun, 12 Jan 2025 00:00:00 GMT[TEST] DEV-only placeholder post 16. Not real content.GovernanceObservability https://rvdemo-app-crnwvkk4ua-uc.a.run.app/posts/test-fixture-15/https://rvdemo-app-crnwvkk4ua-uc.a.run.app/posts/test-fixture-15/Thu, 05 Dec 2024 00:00:00 GMT[TEST] DEV-only placeholder post 15. Not real content.Data and people https://rvdemo-app-crnwvkk4ua-uc.a.run.app/posts/test-fixture-14/https://rvdemo-app-crnwvkk4ua-uc.a.run.app/posts/test-fixture-14/Fri, 22 Nov 2024 00:00:00 GMT[TEST] DEV-only placeholder post 14. Not real content.Engineering https://rvdemo-app-crnwvkk4ua-uc.a.run.app/posts/test-fixture-13/https://rvdemo-app-crnwvkk4ua-uc.a.run.app/posts/test-fixture-13/Tue, 15 Oct 2024 00:00:00 GMT[TEST] DEV-only placeholder post 13. Not real content.ObservabilityData and people https://rvdemo-app-crnwvkk4ua-uc.a.run.app/posts/test-fixture-12/https://rvdemo-app-crnwvkk4ua-uc.a.run.app/posts/test-fixture-12/Tue, 08 Oct 2024 00:00:00 GMT[TEST] DEV-only placeholder post 12. Not real content.Agents https://rvdemo-app-crnwvkk4ua-uc.a.run.app/posts/test-fixture-11/https://rvdemo-app-crnwvkk4ua-uc.a.run.app/posts/test-fixture-11/Wed, 25 Sep 2024 00:00:00 GMT[TEST] DEV-only placeholder post 11. Not real content.Governance https://rvdemo-app-crnwvkk4ua-uc.a.run.app/posts/test-fixture-10/https://rvdemo-app-crnwvkk4ua-uc.a.run.app/posts/test-fixture-10/Sun, 18 Aug 2024 00:00:00 GMT[TEST] DEV-only placeholder post 10. Not real content.Data and peopleAgents https://rvdemo-app-crnwvkk4ua-uc.a.run.app/posts/test-fixture-09/https://rvdemo-app-crnwvkk4ua-uc.a.run.app/posts/test-fixture-09/Thu, 11 Jul 2024 00:00:00 GMT[TEST] DEV-only placeholder post 09. Not real content.Engineering https://rvdemo-app-crnwvkk4ua-uc.a.run.app/posts/test-fixture-08/https://rvdemo-app-crnwvkk4ua-uc.a.run.app/posts/test-fixture-08/Tue, 04 Jun 2024 00:00:00 GMT[TEST] DEV-only placeholder post 08. Not real content.Observability https://rvdemo-app-crnwvkk4ua-uc.a.run.app/posts/test-fixture-07/https://rvdemo-app-crnwvkk4ua-uc.a.run.app/posts/test-fixture-07/Tue, 21 May 2024 00:00:00 GMT[TEST] DEV-only placeholder post 07. Not real content.AgentsEngineering https://rvdemo-app-crnwvkk4ua-uc.a.run.app/posts/test-fixture-06/https://rvdemo-app-crnwvkk4ua-uc.a.run.app/posts/test-fixture-06/Tue, 14 May 2024 00:00:00 GMT[TEST] DEV-only placeholder post 06. Not real content.Governance https://rvdemo-app-crnwvkk4ua-uc.a.run.app/posts/test-fixture-05/https://rvdemo-app-crnwvkk4ua-uc.a.run.app/posts/test-fixture-05/Sun, 07 Apr 2024 00:00:00 GMT[TEST] DEV-only placeholder post 05. Not real content.Data and people https://rvdemo-app-crnwvkk4ua-uc.a.run.app/posts/test-fixture-04/https://rvdemo-app-crnwvkk4ua-uc.a.run.app/posts/test-fixture-04/Sun, 24 Mar 2024 00:00:00 GMT[TEST] DEV-only placeholder post 04. Not real content.EngineeringGovernance https://rvdemo-app-crnwvkk4ua-uc.a.run.app/posts/test-fixture-03/https://rvdemo-app-crnwvkk4ua-uc.a.run.app/posts/test-fixture-03/Sat, 17 Feb 2024 00:00:00 GMT[TEST] DEV-only placeholder post 03. Not real content.Observability https://rvdemo-app-crnwvkk4ua-uc.a.run.app/posts/test-fixture-02/https://rvdemo-app-crnwvkk4ua-uc.a.run.app/posts/test-fixture-02/Wed, 10 Jan 2024 00:00:00 GMT[TEST] DEV-only placeholder post 02. Not real content.Agents https://rvdemo-app-crnwvkk4ua-uc.a.run.app/posts/test-fixture-01/https://rvdemo-app-crnwvkk4ua-uc.a.run.app/posts/test-fixture-01/Wed, 03 Jan 2024 00:00:00 GMT[TEST] DEV-only placeholder post 01. Not real content.GovernanceObservability