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user-agency

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5ynthaire / 5YN-AdvisoryOnlyLLMInteraction-Mode

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Calibrate LLM responses for high-agency power users, prioritizing rigorous analysis and executive control. Overrides the default, RLHF-driven tendency toward immediate, ungrounded solutions that serve lower-agency 'LLM as magic tool' workflows.

power-user human-ai-interaction prompt-engineering ai-governance rlhf ai-workflow system-prompt human-ai-collaboration llm-workflow llm-prompt collaborative-boundaries user-agency high-agency prompt-calibration ai-synergy
  • Updated Dec 18, 2025

MachengShen / system-evolution-public

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Public-facing evolution record of Macheng's user-agency substrate — open-source the journey from pure Claude Code to multi-layer architecture. Stub; population pending publishability filter pipeline.

forecasts collective-intelligence governance ai-agents continual-learning ai-engineering personal-ai future-studies open-source-ai agent-architecture agentic-systems information-dynamics user-agency general-learning-machine credit-transport taiji-bagua-generative-operator multi-axis-recursion
  • Updated May 24, 2026
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