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The Difference Between a Harness and a Leash
AI Governance Systems

The Difference Between a Harness and a Leash

A practical essay on why most AI 'harnesses' are still leashes: guides shape behavior, but only justified external measurement creates a real governance boundary.

Control, auditability, and safe boundaries#AI Governance#AI Alignment#AI#LLM#DevOps#Prompt Engineering#Product Management#Architecture#Data Orchestration#Contextengineering#Software Development
My LLM Kept Forgetting My Project. So I Built a Governance Schema.
AI Governance Systems
MICA Series

My LLM Kept Forgetting My Project. So I Built a Governance Schema.

Session loss isn't a UX inconvenience — it's a structural failure with compounding consequences for long-running AI projects. This post defines the problem precisely and introduces MICA, a governance schema for AI context management.

Control, auditability, and safe boundaries#AI#Contextengineering#Architecture#LLM#DevOps#Software Development#AI Code
Your Agentic Stack Has Two Layers. It Needs Three.
AI Governance Systems
Governed Reasoning

Your Agentic Stack Has Two Layers. It Needs Three.

Most agentic stacks cover tools and skills, but miss intent governance. Learn why a third layer is needed to stop AI drift, scope creep, and technically correct systems heading in the wrong direction.

Control, auditability, and safe boundaries#AI#AGI#AI Alignment#AI Governance#AI Hallucination#LLM#Deep Learning#Machine Learning#SR9/DI2#Cognitive Science#Prompt Engineering#AI Code#Contextengineering#Architecture
LawBinder v1.3.0: Governance as a Kernel (Not a Guardrail)
AI Governance Systems
Governed Reasoning

LawBinder v1.3.0: Governance as a Kernel (Not a Guardrail)

LawBinder v1.3.0 shows how AI governance can run like a kernel, using deterministic Rust-based enforcement, replayable audit signatures, and bounded-latency policy checks in the critical path.

Control, auditability, and safe boundaries#AI#AGI#AI Alignment#AI Hallucination#AI Governance#LLM#Deep Learning#Machine Learning#SR9/DI2#AI Code#Architecture#Contextengineering