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[CS.AI] nanoMuse: An Open-Source Personal Agent for Every Device

Published at: 2026-10-08 22:00 Last updated: 2026-10-12 00:49
#AI #Machine Learning #Open Source

This paper defines the notion of a personal agent through five guiding questions:

  1. Who does the agent serve?
  2. What capabilities does it provide?
  3. How does it retain memory?
  4. What is its interaction modality?
  5. Where is it deployed? It then outlines three development horizons: a short‑term usable prototype, a mid‑term unified cross‑device memory layer, and a long‑term autonomous, auditable digital assistant.

Meta’s Muse, announced in September 2026, runs as a single cloud instance tied to a user’s accounts and devices, with all data stored in the vendor’s cloud, limiting transparency and portability.

nanoMuse is the open‑source counterpart released under GPL‑3.0, featuring:

Size and cost estimates suggest a 7‑billion‑parameter model, with inference costing roughly $0.0005 per thousand tokens, runnable on consumer‑grade hardware.

An evaluation suite is provided to benchmark the agent’s screen interaction, file manipulation, and dialogue coherence, followed by a roadmap that includes strengthening memory provenance, standardising the Sentinel API, and fostering a community‑driven model repository.

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Original Source: https://arxiv.org/abs/2610.08699

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