From Chatbot to Digital Colleague: The Paradigm Shift Toward Persistent Autonomous AI
- Published
- Source
- arXiv
- Paper number
- 430
- Field
- AI / General
- arXiv ID
- 2606.14502
Key points
- It proposes a four-stage LLM evolution framework: Chatbot, Thinking LLM, Agent, and OpenClaw with Workspace and Skill.
- It summarizes the data paradigm shift from instruction-response pairs to State-Action-Observation trajectories.
- It describes the evaluation paradigm shift from static benchmarks to task closure rate, sandbox auditing, and self-evolving ecosystems.
- It defines workspace persistence, skill reuse, verification loops, and governance as the core elements of a digital colleague.
Paper links
External research summaries. These are not HDATF publications or measured product results.