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DataFunSummit
DataFunSummit
Aug 23, 2025 · Artificial Intelligence

Mastering Role‑Playing AI Agents: Challenges, Techniques, and Future Directions

This article surveys the latest research on role‑playing AI agents, covering their definition, core components, application scenarios, three main challenges—role fidelity, long‑term memory, and evaluation—and presents four technical approaches for each challenge along with future research directions and references.

AI agentsMemoryevaluation
0 likes · 22 min read
Mastering Role‑Playing AI Agents: Challenges, Techniques, and Future Directions
Ma Wei Says
Ma Wei Says
Feb 13, 2025 · Artificial Intelligence

Master AI Prompting: 5 Proven Techniques to Unlock Accurate Outputs

This guide presents five practical prompting techniques—including structured output, role‑playing, visual conversion, multi‑turn refinement, and multilingual handling—plus industry‑specific examples and common pitfalls, helping users craft precise commands for AI models like DeepSeek.

AI promptinglarge language modelsprompt engineering
0 likes · 8 min read
Master AI Prompting: 5 Proven Techniques to Unlock Accurate Outputs
Baobao Algorithm Notes
Baobao Algorithm Notes
Mar 17, 2024 · Artificial Intelligence

Why Role‑Playing LLMs Need More Than Assistant Fine‑Tuning

The article explains that current large language models lack true self‑awareness and act as assistants, so achieving convincing role‑playing behavior requires dedicated system prompts, specialized data, careful balance of continue pre‑training and general SFT, and evaluation methods to detect dissonance and preserve base capabilities.

AILLMprompt engineering
0 likes · 19 min read
Why Role‑Playing LLMs Need More Than Assistant Fine‑Tuning