#agents

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AI Mar 13, 2026 2 min read

Perplexity has introduced Personal Computer, an always-on local agent system that runs through a continuously operating Mac mini and exposes files, apps, and sessions to Perplexity Computer and the Comet Assistant. The company is pitching it as a persistent AI operating system with human approval, logging, and a kill switch for sensitive actions.

LLM Reddit Mar 12, 2026 2 min read

A widely shared r/LocalLLaMA post from a former Manus backend lead argues that a single run(command="...") interface often beats a catalog of typed function calls for agents. The post ties Unix text streams to token-based model interfaces, then backs the claim with design patterns around piping, progressive help, stderr visibility, and overflow handling.

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