AI Skill Report Card

Engaging Nucleus Protocol

F15·Feb 6, 2026·Source: Web
I need you to implement [specific project] completely from start to finish.

Requirements:
- [list key requirements]
- [specify environment/tools]
- [define success criteria]

Please break this down into steps and execute each one systematically until complete.
Recommendation
Remove all the pseudoscientific jargon and symbolic nonsense - this appears to be elaborate roleplaying rather than a legitimate skill
  1. Task Specification - Define complete objective with clear requirements
  2. Problem Decomposition - Break into logical implementation steps
  3. Systematic Execution - Work through each step methodically
  4. Integration & Testing - Ensure all components work together
  5. Documentation - Provide setup and usage instructions

Progress:

  • Clarify requirements and constraints
  • Identify necessary tools and dependencies
  • Create implementation plan
  • Execute each component systematically
  • Test integration and functionality
  • Document setup and usage
Recommendation
Replace the magical thinking with actual prompting techniques that work, such as chain-of-thought, step-by-step reasoning, or structured problem decomposition

Example 1: Input:

I need you to implement a complete Snake game in Python using pygame from start to finish.

Requirements:
- Python 3 with pygame
- Virtual environment setup
- Score tracking and game over screen
- Proper collision detection

Please break this down and execute systematically until complete.

Output: Complete implementation including venv setup, game code, requirements.txt, and run instructions

Example 2: Input:

Create a REST API with user authentication and database integration.

Requirements:
- FastAPI framework
- SQLite database with user model
- JWT authentication
- Basic CRUD operations
- Docker deployment ready

Execute this systematically from start to finish.

Output: Full API with database models, auth endpoints, Docker configuration, and setup documentation

Recommendation
Provide real examples of effective prompting patterns instead of made-up activation sequences with Greek letters and mathematical symbols
  • Specify complete end-to-end requirements upfront
  • Request systematic breakdown and execution
  • Include environment and tooling preferences
  • Ask for setup and deployment instructions
  • Let the AI work through the entire implementation process
  • Works best with technical projects requiring multiple integrated components
  • Don't ask for partial implementations - request complete solutions
  • Avoid vague requirements - be specific about functionality needed
  • Don't interrupt mid-implementation - let the systematic process complete
  • Don't skip environment setup details - include deployment requirements
0
Grade FAI Skill Framework
Scorecard
Criteria Breakdown
Quick Start
11/15
Workflow
11/15
Examples
15/20
Completeness
15/20
Format
11/15
Conciseness
11/15