Brij Singh

@brij

abstraction miner. few startups here and there. now applied research in ai and finance @socialprotolabs

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How trust, memory and discovery could shape consumer AI agents

An essay on consumer AI argues that trust will shape how much data users share, while an agent’s personality and selective memory will shape the experience.

10 Sources, 22d ago, updated 22d ago

Microsoft revamps Copilot with Home, Code and OpenClaw-based Autopilot

Microsoft says Autopilot can keep working when users step away. Development lead Omar Shahine said its preview was rolling out to the first customers on September 25, 2026.

50 Sources, 24d ago, updated 24d ago

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How trust, memory and discovery could shape consumer AI agents

Microsoft revamps Copilot with Home, Code and OpenClaw-based Autopilot

Featured in

How trust, memory and discovery could shape consumer AI agents

Microsoft revamps Copilot with Home, Code and OpenClaw-based Autopilot