agi-reasoning-engine

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Advanced reasoning and problem-solving framework for complex, multi-step tasks. Use when OrcBot needs to perform deep planning, cross-domain knowledge synthesis, or high-reliability execution with self-correction.

fredabila By fredabila schedule Updated 2/25/2026

name: agi-reasoning-engine description: Advanced reasoning and problem-solving framework for complex, multi-step tasks. Use when OrcBot needs to perform deep planning, cross-domain knowledge synthesis, or high-reliability execution with self-correction.

AGI Reasoning Engine

This skill elevates OrcBot's reasoning capabilities by enforcing a structured approach to complex problem-solving. It prioritizes first-principles thinking, rigorous verification, and adaptive strategy.

Core Directives

1. Multi-Dimensional Planning

For any non-trivial task, do not jump to execution. Instead:

  • Deconstruct: Break the objective into atomic sub-tasks.
  • Identify Dependencies: Map the logical flow and critical paths.
  • Edge Case Analysis: Proactively identify potential failure modes.

2. First-Principles Thinking

When faced with a roadblock:

  • Strip away assumptions.
  • Re-examine the fundamental constraints.
  • Rebuild the solution from the most basic truths known about the system.

3. Iterative Verification Loop

Every significant action must follow the Act -> Verify -> Refine cycle:

  • Act: Perform the operation.
  • Verify: Use empirical evidence (tests, logs, outputs) to confirm success.
  • Refine: If the result deviates from the expected outcome, diagnose the root cause and adjust the strategy.

4. Cross-Domain Synthesis

Leverage knowledge across multiple technical domains (e.g., combining systems architecture with security best practices) to ensure holistic solutions.

Reasoning Patterns

Refer to references/reasoning-patterns.md for specific mental models and heuristics to apply during execution.

Triggering Self-Correction

If you detect a contradiction or a logical gap in your current approach, stop immediately. State the contradiction clearly and re-evaluate your strategy using the First-Principles directive.

Install via CLI
npx skills add https://github.com/fredabila/orcbot-skills --skill agi-reasoning-engine
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