Three Pillars of Semantic Operations
Each pillar provides value independently. Together — grounded in the Semantic Funnel — they create the conditions for humans, AI, and systems to collaborate effectively.
Strategic Data
A playbook for making data a first-class strategic asset for AI and all decision processes. Data isn't just fuel for models — it's the foundation for every decision your organization makes.
Explicit Architecture
Encode your strategy into your systems so humans and AI can operate from shared structure. Architecture that evolves with your understanding, not against it.
Semantic Optimization
Operate like well-designed software — agent-ready, self-validating, and ready for expansion through patterns, not features.
The Semantic Funnel
A mental model that grounds the complexity of AI, data, and human systems in three entities and one knowledge process. It provides the conceptual foundation that the three pillars build upon.
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Semops-ai Global Architecture
Semops-ai is the GitHub Organization that houses the testbed and core implementation of Semantic Operations. The Global Architecture document in the semops-dx-orchestrator repository is the starting point.