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A framework of “State Templates” for structuring AI conversations: projects, search, coding, writing, and more.

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State Engine Framework (SEF)

The State Engine Framework is a collection of high-level templates that turn messy AI chats into structured, repeatable workflows.

Instead of:

  • scrolling through 200+ messages,
  • re-explaining context every time,
  • watching models randomly rewrite your whole document,

SEF gives you State Templates: copy-paste blocks you drop at the start of a conversation to turn the AI into a constrained engine:

  • PST – Project State Template → For multi-section projects (articles, specs, features, chapters, etc.)
  • SST – Search State Template → For precise, Google-aware search sessions (what you search, how, and in what format).

More templates (coding, writing, data, research, trading, etc.) will live in this repo as the framework evolves.


Why this exists

LLMs are powerful, but:

  • They don’t remember your structure.
  • They over-rewrite when you only wanted a small tweak.
  • They force you to scroll through a flood of text to see what changed.
  • They mix “conversation” with “project work” in a way that’s painful for devs and writers.

State Templates fix that by:

  • Freezing a project/search into sections.
  • Defining dependencies (what affects what).
  • Controlling what can change and how updates propagate.
  • Generating Output Templates you can reuse in future sessions.

You’re not just prompting anymore.
You’re designing State Engines.


What’s in this repo

core/
  PST_v1.1.md   # Project State Template
  SST_v1.0.md   # Search State Template

examples/
  pst_article_example.md   # Example of PST used for a Dev article
  sst_search_example.md    # Example of SST used for a focused search

meta/
  DESIGN_NOTES.md          # Philosophy & internals
  CONTRIBUTING.md          # How to propose new State Templates

ROADMAP.md                 # Planned templates & evolutions

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A framework of “State Templates” for structuring AI conversations: projects, search, coding, writing, and more.

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