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March 6, 20260 citationsOpen Access

PLASMA: Event-Sourced Dynamic Interfaces for Conversational AI Agents

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LTLorenzo Toscano

Key Points

  • To develop a protocol allowing conversational AI agents to maintain and evolve user interfaces through event sourcing.
  • Introduced PLASMA protocol for AI-generated user interfaces.
  • Designed file-based representation for initial application state and incremental changes.
  • Implemented within two environments: Hera multi-channel agent and Claude Desktop/Cowork.
  • Conducted experiments during real-world use across various applications.
  • PLASMA maintains a complete history of interface changes.
  • Demonstrated effective integration of event sourcing into AI UI generation.
  • Showed improved responsiveness to user intent through integrated communication.

Abstract

Current approaches to AI-generated user interfaces treat them as disposable artifacts: each generation cycle produces a static snapshot that discards all previous state. We present PLASMA (Persistent Living Application Surface for Mutating Agents), an event-sourced protocol that enables conversational AI agents to create, evolve, and maintain interactive web applications through incremental mutations. In PLASMA, an agent does not generate a UI and deliver it as a finished product. Instead, it creates an organism that accumulates changes over time, preserving complete history while remaining responsive to conversational intent. The protocol defines a file-based representation where an initial application state (HTML, CSS, JavaScript, and activity declarations) is followed by a sequence of JavaScript-only mutation files, with periodic mechanical snapshots for loading performance. A bidirectional activity system routes user interactions from the rendered surface back to the agent as natural-language-formatted messages, closing the loop between visual interface and conversational context. We describe the protocol design, its implementation within two deployment environments (the Hera multi-channel agent gateway and Claude Desktop/Cowork), and report on a series of experiments conducted during real-world use, spanning data tools, enterprise integration, scientific analysis, and agentic self-tooling. PLASMA demonstrates that event sourcing, a well-understood pattern in database systems, transfers effectively to agent-generated interfaces, offering an alternative to the regeneration-based paradigm that currently dominates AI UI generation.

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Cite This Study

Lorenzo Toscano (2026) studied this question.

synapsesocial.com/papers/69aa705a531e4c4a9ff5a0c5https://doi.org/10.5281/zenodo.18855830
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