Focus loop
One Page
Focus in one gesture.
- Problem
- Meetings, ideas, and tasks scatter across tools.
- Agent role
- Turn raw input into actions, context, and next steps.
- Proof signal
- A note moves from recorded to ready to act on.
Work / Evidence
Evidence that AI can become organizational capability.
Not a product shelf. These are inspected samples from organization fieldwork, enterprise AI systems, product experiments, and public writing.
01
Organization fieldwork
AB InBev, SNOWPLUS, Longfor: M&A integration, 0-to-1 building, business replication, and organization efficiency.
02
Enterprise AI systems
Whoos Solutions and related product work tested how AI enters workflow, knowledge, collaboration, and accountability.
03
Product samples
One Page, MARGIN, FileFlow, Fairmate, and SFA turn fuzzy intent into inspectable operating loops.
04
Public thinking
Essays and the AI Organization OS handbook make the method visible enough to inspect, reuse, and question.
Product samples
Each product proves a different operating pattern.
Live sample
Intent parser
MARGIN
Natural language to action.
- Problem
- People express intent in language while software asks for fields.
- Agent role
- Parse action, object, and constraints into an executable workflow.
- Proof signal
- One sentence becomes a next move without teaching a new interface.
Safe automation
FileFlow
Automation with boundaries.
- Problem
- File automation becomes dangerous when nobody can see what changed.
- Agent role
- Split bulk work into auditable steps with human approval at key boundaries.
- Proof signal
- Automation becomes inspectable, bounded, and reversible.
Rule-system case
Fairmate
A working rule system, and why I paused its productization.
- Problem
- Compensation, evidence, procedure, and communication boundaries often sit in different rule languages.
- Agent role
- Turn public rules, regional parameters, evidence checklists, and process steps into a self-check path.
- Proof signal
- The 33-city rule base, regional parameters, and evidence checklist prove that ER knowledge can be structured; C-side productization is paused, and the asset can later be reframed as employer-side compliance capability.
Agent team delivery
SFA
AI sales coach close to real business context.
Meeting recordings, business knowledge, and sales methodology were distilled into specs, then built through an agent team delivery loop.
52
development specs
2,716
passing tests
4 days
delivery window
Advisory bridge
If your AI work has demos but not operating capability, start with the evidence.
Send the context: where AI is already used, where the loop breaks, and whether the real blocker is in roles, workflows, knowledge, accountability, or governance.