ML OPS AND MODEL ENGINEERING
Your Agent Does Not Need a Longer Plan. It Needs a Catching Feature.
A longer plan extends the agent's internal map. A catching feature tells it when reality has stopped agreeing.
SALES AND CUSTOMER GROWTH
The Zero-Click Interface
SaaS encoded workflows into click-paths when intelligence was in the software. When intelligence is in the model, the click-path is friction.
AI ETHICS AND GOVERNANCE
The Best AI Products Know What They Must Not Do
The strongest AI products do not claim every capability. They know what they must ask, refuse, record, and route to humans.
ROBOTICS AND AUTONOMOUS SYSTEMS
Common State, Private Scratchpads
Multi-agent systems need a sharp boundary between shared state and private reasoning. Private scratchpads are where agents explore, speculate, and reason about alternatives before committing to an action.
LOGISTICS AND SUPPLY CHAIN MANAGEMENT
Don't Let Your Agents Hire Managers
Coordinator Debt is the complexity from orchestration layers added to fix boundary failures. The fix is agent scope discipline, not hierarchy depth.