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Advanced AI Reasoning Systems

Designing hybrid reasoning architectures that combine symbolic inference, search, and learning for complex decision making.

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Implementation Checklist

  1. Capture domain knowledge in a machine-readable schema.
  2. Define reasoning skills (search, deduction, estimation) and guardrails for each skill.
  3. Instrument the pipeline with tracing hooks that log prompts, retrieved facts, and chosen actions.
  4. Create evaluation suites with counterfactual cases, adversarial noise, and missing data.
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