New frontier brief: why operational context now determines whether AI programs execute or stall.

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Resources

Operational playbooks for context-first AI teams.

Guides and frameworks for teams turning fragmented operations into AI-ready execution systems.

Guide

Guide: Moving from AI pilot to production operations

Execution model for context, controls, and phased rollout.

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Worksheet

Template: Workflow context mapping worksheet

Map systems, ownership, state transitions, and escalation paths.

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Comparison

Comparison: Agent-first vs intelligence-layer-first rollout

Decision framework for avoiding fragile early deployments.

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Checklist

Checklist: Enterprise trust controls for AI workflows

Permissions, auditability, review, and change control baseline.

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