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Framework & Research

The AI Flywheel framework: four stages, DRIVE at the hub, CORE at the rim.

The AI Flywheel framework runs every programme, every studio and every level. Tools expire. Layers endure.

Updated

Take the Flywheel CheckSee programmes

The four stages

Know. Make. Do. Move.

  1. 01 · Know

    Foundation

    The floor: know your data and models.

    MDLC · 12 phases

  2. 02 · Make

    Generative

    Table stakes: make with AI, safely.

    GDLC · 12 phases

  3. 03 · Do

    Agentic

    The value frontier: build agents that act.

    ADLC · 10 phases · G1–G6

  4. 04 · Move

    Physical

    The industrial frontier: put intelligence into machines.

    RDLC · 12 phases

The hub · method

DRIVE

A cycle, not a line. Every life cycle runs inside it.

  1. DDiagnoseWrite success as a number before you build.
  2. RResourceOwn the road, rent the car.
  3. IImplementRedesign the work, don't pave the cow path.
  4. VValidatePass the sceptic's test, with evidence.
  5. EExpandScale what works; hand over the next turn.

The rim · governance

CORE

Governance that runs across every stage, not after it.

  1. CComplianceRisk tiers, DPDP and the rules that apply.
  2. OOpennessSay what is AI, and show how it decided.
  3. RResponsibilityNo owner, no system. A kill switch you've tested.
  4. EEmpowermentPeople stay in charge, and get better at the work.

Learning framework · C1 to C5

Your level, held separately in each stage.

Click a stage. Each level is earned only with evidence from real work.

Agentic · The value frontier

ADLC · 10 phases · G1–G6 · Agentic Studio

  1. C1AwareExplains agents, the autonomy dial and “no owner, no agent”Scenario quiz, taken without AI
  2. C2PractitionerDelegates bounded tasks to an agent; reads its traceWorking with AI Agents
  3. C3BuilderShips one agent release through the ADLC with evals and a kill switchAgentic AI Engineer
  4. C4LeaderSets autonomy levels and runs the Agent Accountability RegisterExpansion and accountability records for a live system
  5. C5ArchitectDesigns how agent telemetry seeds the next stageA Handoff Map; teaching a cohort

C1

Aware

Evidence: Scenario quiz, taken without AI

C2

Practitioner

Evidence: A logged use case, plus the same task done without AI

C3

Builder

Evidence: Gate records and an oral defence

C4

Leader

Evidence: Expansion and accountability records for a live system

C5

Architect

Evidence: A Handoff Map; teaching a cohort

The framework is proposed and not yet externally validated. It is based on, not aligned to, UNESCO and SFIA.

Quick answers

The framework, answered.

What is the AI Flywheel framework?

The AI Flywheel framework, by M. K. Elango, treats AI value as a heavy wheel: hard to start, then self-reinforcing. It has four stages of AI, compounds through the five-phase DRIVE method, is governed by four-pillar CORE, and measures people on five levels, C1 to C5.

What are the four stages of AI?

Foundation AI (data, classical ML and the model layer), Generative AI (AI that produces content), Agentic AI (agents that plan and carry out work) and Physical AI (robotics and embodied systems). Foundation is the floor; it sets the ceiling for every other stage.

How do DRIVE and CORE fit together?

DRIVE is the method at the hub: Diagnose, Resource, Implement, Validate, Expand. CORE is the governance at the rim: Compliance, Openness, Responsibility and Empowerment. Every turn of the wheel runs through DRIVE, and CORE gates decide how far it may go.