AI memory isn’t just a product decision. It’s a security decision.
We’re exploring how post-training can move stable knowledge into the model itself—reducing repeated context while enabling stronger isolation and deployment control.
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Cheaper tokens don’t automatically mean cheaper agents.
Reasoning, retries, tools, and delegation all add up.
The metric that matters? Cost per successful workflow.
The token isn’t the product. The outcome is.
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