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Pearl's causal ladder

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Didi Tech
Didi Tech
Oct 15, 2026 · Artificial Intelligence

Why Agents Need Lessons, Not Just Memory: Inside causal-memory's Causal Design

causal-memory replaces flat fact recall with a causal graph of decision→outcome edges, using a hippocampal-inspired engine, Pearl's causal ladder, credit assignment via Q-value backprop, and governance checks to cut repeated mistakes by half in real use.

Pearl's causal ladderagent memorycausal reasoning
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Why Agents Need Lessons, Not Just Memory: Inside causal-memory's Causal Design