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Dev.to
6/19/2026
The Mental State Monitor and ML Pipeline

The Mental State Monitor and ML Pipeline

Short summary

Developer built Arwanos, a local offline AI assistant with a new Mental State Monitor that profiles users from journal history, uses NLP to prevent repeated questions, and deepens responses over time. Full technical breakdown published separately; source code available.

  • •Offline ML-powered personal AI assistant with psychological profiling
  • •3-layer NLP prevents question repetition across sessions
  • •Response depth scales with session count from surface to deep insights

Generated with AI, which can make mistakes.

#ai-tools#ai-agents
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