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Causify Blog#

The Causal Cache: Why Enterprise Copilots Keep Relearning the Same Company

Enterprise AI has a memory problem.

Not a storage problem. Not a vector database problem. A reasoning problem.

Every new generation of copilots promises a more intelligent workplace. Ask a question in natural language, and the system will summarize documents, explain a dashboard, propose an action, and maybe even write the email for you. The demos look fluid. The interaction feels modern. The productivity story writes itself.

Causal Tiling: Stop Paying for the Same Reasoning Twice

AI has a strange habit: it is expensive because it is forgetful.

We train giant models on staggering amounts of text, logs, time series, and behavioral traces. Then we ask them to solve the same classes of problems again and again: Why did demand move? What caused the outage? Which levers drive revenue? What happens if we change this constraint, this price, this power contract, this promotion?