--- title: "Blog | Encephalon" description: "Practical guides on agentic orchestration, AI governance, and context engineering for development, business, and executive teams across the enterprise." source: "/blog/" --- Encephalon Blog # Field notes on governed AI Practical guides on agentic orchestration, context engineering, and AI governance, written for the engineering and security leaders who have to make AI tools behave at enterprise scale. [![The EU AI Act and US Local Government: What to Borrow](https://encephalon.net/blog/blog-hero-local-gov-ai-governance-eu-ai-act.png) local-government ### The EU AI Act and US Local Government: What to Borrow The EU AI Act rarely binds a US local government. Its risk tiering by intended use and its transparency duties are still worth borrowing. Sep 17, 2026 7 min read](https://encephalon.net/blog/local-gov-ai-governance-eu-ai-act/) [![Florida Public Records Law Already Governs County AI](https://encephalon.net/blog/blog-hero-local-gov-ai-governance-florida-public-records.png) local-government ### Florida Public Records Law Already Governs County AI No Florida statute is written specifically for a county's own AI use. General statutes, starting with Chapter 119, the public records law, already govern it. Sep 17, 2026 7 min read](https://encephalon.net/blog/local-gov-ai-governance-florida-public-records/) [![ISO 42001 for Local Government: Start With Clause 4](https://encephalon.net/blog/blog-hero-local-gov-ai-governance-iso-42001.png) local-government ### ISO 42001 for Local Government: Start With Clause 4 ISO/IEC 42001 certification covers an organization's AI management system, not a consultant's method. For local government, the question is which organization. Sep 17, 2026 6 min read](https://encephalon.net/blog/local-gov-ai-governance-iso-42001/) [![NIST AI RMF for Local Government: Who Owns Each Risk](https://encephalon.net/blog/blog-hero-local-gov-ai-governance-nist-ai-rmf.png) local-government ### NIST AI RMF for Local Government: Who Owns Each Risk County AI policies cite the NIST AI RMF's four functions. Here is how the Integrated Requirements Methodology maps to it for local government. Sep 17, 2026 7 min read](https://encephalon.net/blog/local-gov-ai-governance-nist-ai-rmf/) [![TDWI's AI-Ready Data Foundation Blueprint Confirms the Governance Gap](https://encephalon.net/blog/blog-hero-tdwi-ai-ready-data-foundation-governance-gap.png) ai-governance ### TDWI's AI-Ready Data Foundation Blueprint Confirms the Governance Gap TDWI's 2026 Blueprint Report says AI success is decided by an AI-ready data foundation. Its own survey shows the missing layer: governing the work. Jul 15, 2026 6 min read](https://encephalon.net/blog/tdwi-ai-ready-data-foundation-governance-gap/) [![Best AI Code Governance Platforms for Enterprise (2026)](https://encephalon.net/blog/blog-hero-best-ai-code-governance-platform-for-enterprise.png) ai-governance ### Best AI Code Governance Platforms for Enterprise (2026) A neutral comparison of enterprise AI code governance platforms: what each one governs, where it enforces, and the audit trail it leaves behind. Jul 10, 2026 9 min read](https://encephalon.net/blog/best-ai-code-governance-platform-for-enterprise/) [![AI Governance Tools Won't Deploy AI Governance](https://encephalon.net/blog/blog-hero-ai-governance-is-a-discipline-not-a-tool.png) ai-governance ### AI Governance Tools Won't Deploy AI Governance AI Governance is not a capability you deploy. It is a discipline you practice. Why AI governance tools fail to deliver the program. May 29, 2026 8 min read](https://encephalon.net/blog/ai-governance-is-a-discipline-not-a-tool/) [![AI Coding Security Risks: Five Failure Modes in Production](https://encephalon.net/blog/blog-hero-ai-coding-security-risks.png) security ### AI Coding Security Risks: Five Failure Modes in Production AI coding security risks rarely come from rogue models. Five concrete failure modes appearing in production code from Claude Code and similar agentic tools. Apr 24, 2026 6 min read](https://encephalon.net/blog/ai-coding-security-risks/) [![AI Context Management vs RAG: When Each One Fits](https://encephalon.net/blog/blog-hero-ai-context-management-vs-rag.png) context-engineering ### AI Context Management vs RAG: When Each One Fits AI context management vs RAG: RAG retrieves documents to answer questions. Context management shapes what an agent knows before it acts. When each fits. Apr 24, 2026 6 min read](https://encephalon.net/blog/ai-context-management-vs-rag/) [![AI Governance for Engineering Teams: Beyond the Policy Doc](https://encephalon.net/blog/blog-hero-ai-governance-for-engineering-teams.png) ai-governance ### AI Governance for Engineering Teams: Beyond the Policy Doc AI governance for engineering teams fails when policies never reach the keyboard. What engineering-native governance looks like and how to build it. Apr 24, 2026 5 min read](https://encephalon.net/blog/ai-governance-for-engineering-teams/) [![Enterprise AI Governance Tools: 2026 Guide](https://encephalon.net/blog/blog-hero-best-ai-governance-tools-for-enterprises.png) ai-governance ### Enterprise AI Governance Tools: 2026 Guide Compare enterprise AI governance tools and solutions in four categories, with pricing models, framework coverage and a fit test. Updated September 2026. Apr 24, 2026 12 min read](https://encephalon.net/blog/best-ai-governance-tools-for-enterprises/) [![Claude Code for Enterprise Teams: What Breaks at Scale](https://encephalon.net/blog/blog-hero-claude-code-for-enterprise-teams.png) claude-code ### Claude Code for Enterprise Teams: What Breaks at Scale Claude Code for enterprise teams works as a personal tool by default. What breaks between 50 and 5,000 developers, and what teams need to add. Apr 24, 2026 6 min read](https://encephalon.net/blog/claude-code-for-enterprise-teams/) [![Enterprise Intelligence vs CLAUDE.md: When the File Stops](https://encephalon.net/blog/blog-hero-encephalon-enterprise-intelligence-vs-claude-md-files.png) claude-md ### Enterprise Intelligence vs CLAUDE.md: When the File Stops Enterprise Intelligence vs CLAUDE.md: where the markdown file breaks at scale and what Encephalon adds when a single file stops being enough. Apr 24, 2026 6 min read](https://encephalon.net/blog/encephalon-enterprise-intelligence-vs-claude-md-files/) [![Implementing AI Governance in 90 Days: A Concrete Plan](https://encephalon.net/blog/blog-hero-implementing-ai-governance-in-90-days.png) ai-governance ### Implementing AI Governance in 90 Days: A Concrete Plan Implementing AI governance in 90 days: a concrete plan for engineering orgs that starts with code the AI actually reads, ending in auditable telemetry. Apr 24, 2026 6 min read](https://encephalon.net/blog/implementing-ai-governance-in-90-days/) [![Why Enterprise AI Projects Fail: The Pilot-to-Prod Gap](https://encephalon.net/blog/blog-hero-why-enterprise-ai-projects-fail.png) enterprise-ai ### Why Enterprise AI Projects Fail: The Pilot-to-Prod Gap Why enterprise AI projects fail: not at the model, but in the pilot-to-production gap. An honest taxonomy of failure modes for AI engineering work. Apr 24, 2026 6 min read](https://encephalon.net/blog/why-enterprise-ai-projects-fail/) ## See Encephalon's Governance Practice in Action 30-minute discovery call with the founding team. We'll show you how context engineering works with your stack. [Book a 30-minute discovery call](https://encephalon.net/book/) No sales pitch. Just a technical conversation. Live demos available. Not ready for a call? [Send a note](https://encephalon.net/contact/). or [Tell Us What You're Working Through](https://encephalon.net/contact/) We'll respond within one business day. The Practice is a full-service implementation, not a self-serve subscription. We require an executive sponsor for every engagement because AI adoption is organizational change, not a technology deployment. [Book a discovery call](https://encephalon.net/book/)