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An autonomous incident-response agent that consolidates experience into durable memory — then resolves an unseen incident 10/10, where the identical agent without memory fails 0/10.
Agent skills that learn from their own failures — in a database where two agents cannot teach them opposite things.
A phone call that can only take capability away: an unattended agent's credential is revoked unless twelve conditions hold.
Offline acoustic machine-health monitoring on an Arm CPU. FP32 to INT8: 4.07x faster in the deployed path, 3.68x smaller, accuracy retained — and the negative results are published too.
