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BotPsy: On-Device Personal Assistant with a Sub-Billion-Parameter Agentic Language Model

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Source record

Research analysis

Research claim

The record contains the title “BotPsy: On-Device Personal Assistant with a Sub-Billion-Parameter Agentic Language Model” but no substantive source summary.

Evaluation record

Recent records to compare: “Mobile AI Factory: Building Specialized Language Models for Your Mobile Device” (arXiv, Nov 11, 2026); “BioMem: Agentic Memory for Biomedical LLM Agents” (arXiv, Nov 11, 2026). Shared themes are navigation hints; they have not been verified as the same need or independent corroboration.

What the result supports

Interpret results only for the reported model version, task, data and inference budget. Community votes, downloads or a benchmark position do not establish reliability in a different workflow.

Validity gaps

Check sample selection, baseline configuration, uncertainty, contamination risk, negative results and access to code or weights. No reproduction by WeWorkBuddy is recorded here.

Verification plan

Read the paper or model card and its evaluation appendix. Reproduce one bounded result against the stated baseline, then test a representative user task and record where the conclusion fails.