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ThinkFlow: Self-Evolving Probabilistic Latent Memory for Lifelong Conversational Agents

Lifelong conversational agents rely on memory systems to maintain deep, context-aware interactions with users. However, existing explicit textual memory pipelines suffer from a severe information bottleneck, often losing subtle behavioral patterns and emotional shifts. Furthermore, being typically static post-deployment, they cannot autonomously adapt to personal habits and preferences without…

We haven't written up this one. arXiv cs.AI has the full story — the link below goes straight to it.

Read the original at arxiv.org →

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The Agent Protocols Stopped at the Client — Let's Talk About the Server Half

Every few weeks another "skills" announcement lands. Prompt bundles, client-side toolkits, SDK-level orchestration patterns. I read them the way you probably do — genuinely interested, quietly uneasy.

  • Franca is an open-source Java library for server-side agent protocols
  • Supports OpenAI and Anthropic message formats for agents
  • Allows developers to define tools as ordinary Java beans

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