Echo — Talk to the Person You Used to Be: A Zero-Cloud Private AI Memory Layer

This is a submission for the Hacktoberfest Weekend Challenge: Build for a Friend It was 1:45 AM on a Tuesday. My friend Ayush was sitting across from me, rubbing his temples in exhaustion in front of a blank screen. He had spent hours trying to re-architect an event-driven system, only to slam his laptop shut and vent: "I know I’ve already thought about this. I remember debating the exact trade-offs with someone eight months ago. I remember having a breakthrough during an evening walk and recording a voice note about it.
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