0.3.0

PyPI

aatgraph

A reductive Agent-Action-Target (AAT) model of natural-language syntax, plus a DSPy-based pipeline applying it to English.

Published23 Sept 2026

Direct dependencies6

Transitive dependenciesNot calculated

README

Version 0.3.0 documentation

aat

See release history.

aat is a python package leveraging LMs with dspy to apply a reductive model of natural-language syntax called Agent-Action-Target (AAT) to citable text in English. The AAT model is documented in aat-model.md.

Documentation is being added on the project's github pages. (Currently includes several pages of AI slop that need to be edited.)

See the project issue tracker for known gaps and work in progress or to submit an issue.

Released under the GNU General Public License v3 or later.

An example

Four score and seven years ago our fathers brought forth, upon this continent, a new nation, conceived in Liberty, and dedicated to the proposition that all men are created equal.

Analysis viewed with graphviz:

AAT graph from opening of Lincoln's Gettysburg Address.

The same analysis highlighted in its textual context:

Input sentence and highlighting of AAT analysis.

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Declared dependencies 7

Native requirements

6 direct targetsNot calculated transitive count

Package / target	Requirement	Relationship
pydantic Environment { "extras": "", "marker": null, "requires_python": ">=3.10", "evaluation": "NOT_EVALUATED" }	`pydantic>=2.0`	runtime
dspy Environment { "extras": "", "marker": "extra == \"english\"", "requires_python": ">=3.10", "evaluation": "NOT_EVALUATED" }	`dspy>=3.0; extra == "english"`	runtime
dspy Environment { "extras": "", "marker": "extra == \"dev\"", "requires_python": ">=3.10", "evaluation": "NOT_EVALUATED" }	`dspy>=3.0; extra == "dev"`	runtime
pytest Environment { "extras": "", "marker": "extra == \"dev\"", "requires_python": ">=3.10", "evaluation": "NOT_EVALUATED" }	`pytest>=7.0; extra == "dev"`	runtime
python-dotenv Environment { "extras": "", "marker": "extra == \"dev\"", "requires_python": ">=3.10", "evaluation": "NOT_EVALUATED" }	`python-dotenv>=1.0; extra == "dev"`	runtime
pdoc Environment { "extras": "", "marker": "extra == \"dev\"", "requires_python": ">=3.10", "evaluation": "NOT_EVALUATED" }	`pdoc>=14; extra == "dev"`	runtime
marimo Environment { "extras": "", "marker": "extra == \"dev\"", "requires_python": ">=3.10", "evaluation": "NOT_EVALUATED" }	`marimo>=0.9; extra == "dev"`	runtime