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# The Death of the “Everything Prompt”: Google’s Move Toward Structured AI

**[Towards Data Science](https://daily.dev/sources/tds)** · 17 min read · 2 upvotes · 0 comments

## Summary

Google's new Interactions API addresses limitations of traditional chat-based LLM interfaces by introducing structured state management and support for asynchronous agentic workflows. Unlike the older generateContent API where state exists only as token history, the Interactions API uses persistent session records with unique IDs that enable context retrieval across requests, optimize caching, and reduce costs. The API supports long-running tasks like Deep Research agents that can perform complex multi-step investigations asynchronously, allowing developers to poll for results rather than blocking. Code examples demonstrate basic usage, image generation with Gemini 3 Pro, stateful conversations that remember context across sessions, and building a competitive intelligence engine that orchestrates deep research for SWOT analysis.

## Full article

daily.dev links to this article rather than hosting it. Read it at the original source: <https://towardsdatascience.com/the-death-of-the-everything-prompt-googles-move-toward-structured-ai/>

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---

Tags: [#ai-agents](https://daily.dev/tags/ai-agents), [#architecture](https://daily.dev/tags/architecture), [#google-gemini](https://daily.dev/tags/google-gemini), [#llm](https://daily.dev/tags/llm), [#python](https://daily.dev/tags/python)

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