~/talk

Bringing stories to life with AI

Talkat PyData London 2025 · on Saturday, 2025-06-07· at 11:50· Grand Hall· [ai-assisted-development, web-platform]
slides:none on file

Claim: generative agents actually evolve in real time by wiring LLMs into streaming infrastructure. Concrete stack: Apache Kafka + Flink pipeline streams 20–30 character locations per second, Flink emits proximity events, LLMs generate utterances, conversations and summaries feed a vector store so RAG with vector search recreates long‑term memory. Built a Stardew Valley village that spreads a goal (one NPC’s conference) across agents; it runs but needs cooldowns, aborts and prompt tuning to stop chatter and memory drift.

AI-written summary · about

  1. 0:00AI and streaming data
  2. 1:53LLM agent research papers
  3. 10:20Interactive AI games with agents
  4. 19:38Stardew Valley villagers
  5. 21:44Kafka for real-time movement
  6. 24:34Flink for proximity
  7. 27:04AI-driven conversations
  8. 29:36Long-term memory with RAG
  9. 33:35Villager goals and ideas
  10. 36:43Summary and resources
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