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Counterfactual Reasoning

A reasoning technique where an AI agent evaluates hypothetical scenarios by perturbing variables in the retrieved context to observe how changes would affect the outcome; this improves hallucination detection and decision robustness but increases architectural latency and token consumption due to redundant inference cycles.

Definition

A reasoning technique where an AI agent evaluates hypothetical scenarios by perturbing variables in the retrieved context to observe how changes would affect the outcome; this improves hallucination detection and decision robustness but increases architectural latency and token consumption due to redundant inference cycles.

Disambiguation

Distinct from standard logic, it simulates 'what would happen if X were false' rather than just processing what is currently true.

Visual Metaphor

"The Multiverse Map: A decision tree where the agent explores parallel timelines by swapping out a single piece of evidence to see if the conclusion still holds."

Key Tools
DSPyLangGraphGiskardTruLensDeepEval
Related Connections

Conceptual Overview

A reasoning technique where an AI agent evaluates hypothetical scenarios by perturbing variables in the retrieved context to observe how changes would affect the outcome; this improves hallucination detection and decision robustness but increases architectural latency and token consumption due to redundant inference cycles.

Disambiguation

Distinct from standard logic, it simulates 'what would happen if X were false' rather than just processing what is currently true.

Visual Analog

The Multiverse Map: A decision tree where the agent explores parallel timelines by swapping out a single piece of evidence to see if the conclusion still holds.

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