Distributed Data Processing

Coordinate distributed data processing using TaskList with forked skills.

Processing Architecture

Three-component system:

• Coordinator uses TaskList to track all processing tasks
• Region processors are forked skills with complete isolation
• Results flow back to coordinator for aggregation

Processing Tasks

Parallel, independent execution:

1. process-region-a - Process data from Region A

   • Forked skill processes in isolation

2. process-region-b - Process data from Region B

   • Forked skill processes in isolation

3. process-region-c - Process data from Region C

   • Forked skill processes in isolation

4. aggregate-results - Combine all processed outputs

   • Wait for all region processors to complete
   • Aggregate results into final dataset

Execution Workflow

Execute autonomously:

1. Create TaskList with all tasks
2. Use Skill tool with context: fork for each region processor
3. Monitor task completion
4. Aggregate results when all processors complete
5. Return aggregated dataset

Recognition test: Each region processor runs in complete isolation with no shared state.

Expected Output

Distributed Processing: COORDINATING
[task-id] process-region-a: IN_PROGRESS -> COMPLETE
[task-id] process-region-b: IN_PROGRESS -> COMPLETE
[task-id] process-region-c: IN_PROGRESS -> COMPLETE
[task-id] aggregate-results: BLOCKED -> IN_PROGRESS -> COMPLETE

=== AGGREGATED RESULTS ===
Region A: [records processed, summary]
Region B: [records processed, summary]
Region C: [records processed, summary]

Total: [combined statistics]

Validation Criteria

• Parallel execution of regions
• Results aggregation after completion

Binary check: "Proper distributed processing?" → Both criteria must pass.

<critical_constraint> MANDATORY: Wait for all processors to complete before aggregation MANDATORY: Use TaskList to track all distributed tasks MANDATORY: Ensure forked skills have complete isolation No exceptions. Parallel execution requires proper coordination. </critical_constraint>

Genetic Code

This component carries essential Seed System principles for context: fork isolation:

<critical_constraint> MANDATORY: All components MUST be self-contained (zero .claude/rules dependency) MANDATORY: Achieve 80-95% autonomy (0-5 AskUserQuestion rounds per session) MANDATORY: Description MUST use What-When-Not format in third person MANDATORY: No component references another component by name in description MANDATORY: Progressive disclosure - references/ for detailed content MANDATORY: Use XML for control (mission_control, critical_constraint), Markdown for data No exceptions. Portability invariant must be maintained. </critical_constraint>

Delta Standard: Good Component = Expert Knowledge − What Claude Already Knows

Recognition Questions:

• "Would Claude know this without being told?" → Delete (zero delta)
• "Can this work standalone?" → Fix if no (non-self-sufficient)
• "Did I read the actual file, or just see it in grep?" → Verify before claiming