Future of Work CODE

Future of Work CODE / Human Coding concept as Coordinate → Orchestrate → Delegate → Encode human activities.

An organization identifies a job or workflow and determines its condition:

  1. Human-in-the-Loop
  2. Human-Leading-the-Loop
  3. Human-Pulls-AI-Into-the-Loop
  4. AI-Pulls-Human-Into-the-Loop
  5. Human Agency

Then it applies:

Coordinate → Orchestrate → Delegate → Encode

The final step—Encode—is what differentiates the approach.

Placeholder image


The CODE Process — Seven Stages
StageWhat the learner doesCore question
1. Read the WorkExamine an existing job, task, or workflowWhat actually happens today?
2. DeconstructBreak work into activities, decisions, interactions, and outputsWhat are the components of the work?
3. Select the CONDITIONChoose the appropriate human–AI relationshipHow should humans and AI relate here?
4. CODE the WorkApply Coordinate, Orchestrate, Delegate, EncodeHow should this activity operate?
5. ExecuteRun the redesigned workflowDoes the coded design actually work?
6. CompareCompare human-only, AI-supported, and combined performanceWhat improved, degraded, or changed?
7. RegenerateRedesign based on evidenceWhat should the next version become?




Human Coding is a workforce design methodology developed by Carlton L. Robinson that helps organizations Coordinate, Orchestrate, Delegate, and Encode work as humans and AI increasingly operate together. [SRC-4R-01]

See how Human Coding compares to AGI and Recursive Self-Improvement →