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Align your technology and organization to materially benefit from the use of data, AI, and agentic systems.
Each pillar addresses a distinct layer of organizational readiness for AI and agentic systems.
A playbook for making data a first-class strategic asset for AI and all decision processes.
Encode your strategy into your systems so humans and AI can operate from shared structure.
Operate like well-designed software — agent-ready, self-validating, and ready for expansion through patterns, not features.
The journey from product management to building the Semantic Operations Framework.
Using 'Ox Framing' to explore why AI hasn't transformed business yet—and what actually matters for practitioners.
A year-long sabbatical, AI exploration, and why context engineering is the evolution of product management.
These repos are the open-source implementation — architecture, infrastructure, and working examples built on the framework's principles.