AI‑IOS Documentation
This page explains the AI‑IOS framework at a deeper level — the roles, stages, state machine, execution modes, and Commander controls that make the system deterministic and repeatable across any AI model.
If the How It Works page is the overview, this page is the “Commander Manual.”
User Mode vs Commander Mode
User Mode
Designed for colleagues, analysts, and non‑technical users. They only:
- Answer the 5 questions in the Wizard
- Copy the Context Header
- Paste it with the Cartridge into their AI
- Watch the cycle run
Commander Mode
Designed for architects, strategists, and leaders. Commanders:
- Understand the 8‑stage cycle
- Know when to restart from Stage 1 or Stage 3
- Interpret risk, objections, and contradictions
- Guide the AI through complex or political environments
The Four Roles
AI‑IOS uses role‑emulation so any model can behave like the right “persona” for each stage.
Scout (Gemini‑like)
- Divergent thinking
- Risk detection
- Hostile QA
- Pattern mapping
Architect (Claude‑like)
- Structure and logic
- System design
- Dependency mapping
- Refinement
Operator (Copilot‑like)
- Enterprise alignment
- Actionable formatting
- Clarity and execution
- Deliverable creation
Commander Assistant
- Validation questions
- Decision support
- No overriding Commander intent
The 8‑Stage AI‑IOS Cycle
Stage 0 — Commander Check
Challenge assumptions, clarify intent, expose bias.
Stage 1 — SEE
Map variables, stakeholders, constraints, risks, objections.
Stage 2 — FEEL
Architect the solution: structure, logic, dependencies.
Stage 3 — TOUCH
Align with enterprise reality: tools, stack, politics.
Stage 4 — BREAK
Hostile QA: attack assumptions, find contradictions.
Stage 5 — REBUILD
Fix contradictions, strengthen logic, refine architecture.
Stage 6 — DELIVER
Executive‑ready output: narrative, deck, brief.
Stage 7 — Commander Validation
Approve, restart Stage 1, or restart Stage 3.
Execution Modes
Full Mode (default)
Runs all 8 stages in sequence. Best for complex or political problems.
Fast‑Track Mode
Jumps directly to execution and delivery (Stages 3 → 6 → 7).
Micro‑Cycle Mode
For rapid iteration: SEE → FEEL → TOUCH.
Deterministic State Machine
AI‑IOS is not a “prompt.” It’s a deterministic state machine that the AI loads as its operating rules. This ensures:
- No drift
- No skipping steps
- No hallucinated transitions
- Self‑correction if the user pastes out of order
The AI detects which stage the pasted content belongs to and adjusts automatically.
The Cartridge Concept
The AI‑IOS Cartridge is a self‑contained Engine Manual + wrapper prompt that you paste into your AI tool. It includes:
- Roles
- Stages
- State machine
- Error handling
- Governance rules
- Commander controls
Any model that can follow instructions can run the cartridge. This gives you a consistent, repeatable reasoning system across:
- Microsoft Copilot
- Google Gemini
- Anthropic Claude
- xAI Grok
- And future models
Restart Logic
At Stage 7, the Commander decides whether to:
- Approve — the cycle ends
- Restart from Stage 1 — new problem framing
- Restart from Stage 3 — same architecture, new execution
This gives you a controlled, iterative loop without losing context or structure.
Comparing Models
Because the cartridge defines the structure, you can run the same problem through multiple models and compare:
- How Gemini maps risks
- How Claude structures logic
- How Copilot aligns to enterprise tools
- How Grok handles objections
Same inputs. Same structure. Different intelligence profiles.