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Insights on organizational context and enterprise AI

How behavioral signals, knowledge management, and people context are reshaping the enterprise AI stack.

Technical
April 20, 2026 · 16 min read

Agent Orchestration for AI Engineers: Harnesses, Context, and the Layer Most Teams barely thought of

What is a harness? What is context? And what is the layer that most agent orchestration stacks have not built yet? A technical breakdown of the model-harness-context taxonomy and the org-level fourth layer enterprise agents actually need.

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Platform Partnership
April 12, 2026 · 14 min read

A Large Behavior Model for AI Governance and Agent Orchestration Platforms

For enterprise AI platform builders, AI governance platforms, and agent orchestration vendors. Six customer pains your content-level stack cannot solve, and how embedding BehaviorGraph, a Large Behavior Model trained on over a billion governed behavioral signals from real-world enterprise deployments, closes each one through REST, MCP, or RAG.

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Technical
April 10, 2026 · 10 min read

Your AI Agents Route to the Wrong Person. Here's the Missing Layer.

You built the RAG pipeline. You wired the knowledge graph. Retrieval scores look solid. But the agent still routes the invoice approval to someone who left the team three months ago. The problem is not retrieval. It is context.

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Market Landscape
March 24, 2026 · 18 min read

The Layer Every Enterprise AI Platform Is Missing

Enterprise search, foundation models, productivity AI, and HR analytics are all racing to own the enterprise stack and all hitting the same wall. The missing layer is not a feature any of them will ship. It is a category of its own.

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