AdvancedElite job$800–$2,000/mo

Task Decomposition

Take a real job that took you hours or days. Break it into ordered steps an agent could attempt, with inputs, tools, checkpoints, and a human gate before anything irreversible. Cognition, enterprise ops agents, and computer-use stacks need this more than they need another tutorial.

Palace Wing: Task Decomposition

This venue is a Wing in your Human architecture. Every exercise creates Rooms organized by Hall type. Data quality is tracked via Knowledge Graph triples.

Halls populated: Facts, Events, Discoveries, Preferences, Advice
Tunnels form when you work across multiple venue Wings

Readiness Requirements

Meet all milestones to unlock buyer engagement. Hybrid threshold — both content volume AND time consistency required.

20

Entries

14

Active Days

45

Min Days

Why Robotics & AI Companies Pay Premium

Agents fail at long horizon because the plan is missing, not because the model cannot click. Your plan — with the checkpoints you actually used — is the product.

How to Create This Content

8–14 hours per module · 4 steps · Each step builds your architecture

Output Specification

Final Deliverable Format

Task graphs (JSON: goal, steps[], tools[], checkpoints[], human_gates[])

Quality Checklist
  • Minimum 20 decomposed jobs you actually finished
  • Each has ordered steps, tools, and at least one human gate
  • Irreversible steps marked
  • No proprietary source code pasted
  • Done-check is observable, not ‘looks good’
AAAK Buyer Preview

When readiness is achieved, an AAAK-compressed summary of your data is generated for buyer evaluation — privacy-preserving, compact, and instantly readable by any AI system.

Active Buyers (4)

Cognition

AI Company
High Demand

Devin-class agents need human task graphs, not GitHub READMEs.

Looking for: SWE and ops decompositions with checkpoints
Accepts: JSON
Min. volume: 20+ jobs
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Anthropic

AI Company
High Demand

Long-horizon agent products need human plans with gates.

Looking for: Multi-hour task graphs
Accepts: JSON
Min. volume: 20+ jobs
Visit

Palantir

Enterprise
High Demand

AIP workflows are long-horizon operations with human gates.

Looking for: Ops decompositions
Accepts: JSON
Min. volume: 15+ jobs
Visit

Scale AI

AI Company

Collects long-horizon agent traces and plans for labs.

Looking for: Task graphs with human checkpoints
Accepts: JSON
Min. volume: 20+ jobs
Visit

Ready to start building your Task Decomposition Wing?

Open the Data Builder to complete guided exercises. Each entry builds Rooms, Halls, and Knowledge Triples in your Human architecture — reaching buyer readiness in 30–60 days.