Building Persona-Based Agents On Demand: Tailoring Multi-Agent Workflows to User Needs
On the map: LLM agents and tool use → Social simulation and multi-agent debate
Abstract (arXiv)
Recent advances in agentic AI are shifting automation from discrete tools to proactive multi-agent systems that coordinate multi-specialized capabilities behind unified interfaces. However, today's agent systems typically rely on hard-coded agent architectures with fixed roles, coordination patterns, and interaction flows that limit end-user personalization and make adaptation to individual needs and contexts difficult. Given this limitation, we argue that on-demand persona-based agent generation offers a promising path towards more efficient and contextually appropriate interaction within agentic workflows. By dynamically crafting agents and personas at run-time to match user characteristics, task demands, and workflow context, agentic platforms can move beyond one-size-fits-all configurations. We present a pipeline for on-demand persona generation in agentic platforms, detailing how real-time crafting of AI personas can be systematically integrated within agent systems, aiming to open new possibilities in agentic platform design paradigms.
Key facts. No citing papers in the map yet (data through 7 Oct 2026). Placed in Social simulation and multi-agent debate, one of 16 directions in LLM agents and tool use. Builds on 5 of its 16 references that are in the map. First posted on arXiv 30 Apr 2026.
Builds on
5 of 16 references.
References · 5
- 2025Evaluating Personalized Tool-Augmented LLMs from the Perspectives of Personalization and Proactivitycited by 17
- 2024Writing Style Matters: An Examination of Bias and Fairness in Information Retrieval Systemscited by 15
- 2025Persona-Augmented Benchmarking: Evaluating LLMs Across Diverse Writing Stylescited by 15
- 2022Multi-Agent Coordination via Multi-Level Communicationcited by 14
- 2024Panza: Design and Analysis of a Fully-Local Personalized Text Writing Assistantcited by 5
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- 2026PersonaCite: VoC-Grounded Interviewable Agentic Synthetic AI Personas for Verifiable User and Design Research
- 2026π-Bench: Evaluating Proactive Personal Assistant Agents in Long-Horizon Workflows
- 2026Workflow-GYM: Towards Long-Horizon Evaluation of Computer-use Agentic tasks in Real-World Professional Fields
- 2025Agentic Persona Control and Task State Tracking for Realistic User Simulation in Interactive Scenarios
- 2023Generative Agents: Interactive Simulacra of Human Behavior
- 2026Engineering Robustness into Personal Agents with the AI Workflow Store