J
Most AI teams fail at scale. Not because of tools. Because of structure.
Manifesto
Agentic Engineering is structural.
Those who define structure determine scale.
Disagree if you must.
You cannot ignore.
Two-Time Organization
Structural time cannot be bought.
Capability time can be engineered.
Confuse them.
You collapse.
AOA
Architecture precedes scale. Five layers from strategy to execution.
Strategy
Organizational goals, values, direction. Purely human.
Governance
Authority boundaries, audit, escalation. Humans define rules.
Decision
Architectural control with AI-assisted analysis.
Coordination
Module interaction, task orchestration. AI manages complexity.
Execution
AI agents with full autonomy within boundaries.
What I do
For founders and operators building AI-native organizations.
Agency over code.
Architecture over prompts.
Constitution over speed.
Capability Architecture
AOA, governance, and operating loops for AI-native organizations.
Two-Time Diagnosis
Separate structural time from capability time before you scale.
Field Proof
I ship small systems with real users—no slides-only consulting.
How I Work
Diagnosis. Constitution drafts. Co-build when it makes sense.
Capability in Production
Small systems. Real constraints. Each proves a direction.
