AI Governance, Risk, and Evaluation

Essays on trustworthy AI decisions, evaluation, security, provenance, controls, and the governance practices that make enterprise AI accountable.

Governance works best when it is built into decisions and delivery rather than added as a final checkpoint. This collection covers evidence, evaluation, guardrails, security, and the operating responsibilities behind trustworthy AI.

Govern decisions and evidence

Make provenance, reproducibility, evaluation, and human judgment visible in consequential AI work.

The Map Is Not the Decision

Enterprise AI governance requires more than polished outputs. This essay explains why AI maps, dashboards, and reports need provenance, assumptions, proxy discipline, reproducibility, and decision boundaries.

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How to Communicate in a World of AI

AI makes drafting faster, but clarity becomes scarce. Learn specification thinking—goals, constraints, and evaluation—to get repeatable, auditable work.

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Engineer guardrails into systems

Treat controls, auditability, and human oversight as parts of the architecture.

Why AI Needs a Harness

What is an AI Agent Harness? This essay explains why the real advance in AI is not just better chatbots, but the orchestration layer that lets models use tools, verify work, respect guardrails, and operate...

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An Introduction to OpenClaw

OpenClaw and Moltbook illustrate the shift from chatbots to autonomous AI agents, bringing productivity gains alongside new security and compliance risks for enterprises.

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Manage changing models and capabilities

Evaluate model choices, autonomy, and risk as the market and technical frontier move.

The Next AI Model Wave Has Already Been Funded

A forecast of the next AI model wave for late 2026 and early 2027, covering OpenAI, Anthropic, Google, SpaceXAI, Meta, Mistral, DeepSeek, Qwen, Kimi, MiniMax, Xiaomi, MBZUAI, Upstage, and Z AI.

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The Lighthouse and the New Lens

A lighthouse parable frames the urgency of reskilling and introduces a practical AI prompt for fair, consistent RFP reviews.

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Explore all enterprise AI and architecture topics