veda.ng
Module 3 of 7

3. Advanced Reasoning

Reasoning Strategies

Force the AI to reason before it answers

Chain of Thought

Ask AI to think step-by-step. Forces planning before answering, reducing logic errors.

Trigger: "Think step by step before answering"

Self-Consistency

Generate multiple answers and pick the most common. Reduces hallucination on factual tasks.

Trigger: Generate 3 answers, then pick consensus

Tree of Thought

AI explores multiple reasoning branches in parallel, evaluates each, and picks the best path.

Trigger: "Consider 3 approaches, evaluate, choose best"

For complex problems, you need to guide the model's reasoning process. These techniques enable the AI to solve multi-step problems that require logic and planning.

Reasoning Strategy Selection

Which reasoning technique to use for different problem types

StrategyBest ForTrigger PhraseQuality
Chain-of-ThoughtMath, logic, multi-step problems"Think step by step"High
Few-ShotPattern matching, formattingProvide 2-3 examplesHigh
Tree-of-ThoughtComplex decisions, exploration"Consider multiple approaches"Very High
Self-ReflectionError correction, quality assurance"Review your answer and fix errors"High