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Document the published Python memory tools (#9)
Python 1.1.4 is available on PyPI. Replace prepublication wording with the verified `pip install 'atomicmemory==1.1.4'` command and record the release date. Validation: the Trusted Publishing workflow succeeded, and 76 tools/example tests pass against a fresh registry install (three inapplicable parameter combinations skipped). This includes the separate-process save/recall example through a controlled HTTP fixture; hosted persistence and actual engine correction remain unverified.
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‎CHANGELOG.md‎

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The format is based on [Keep a Changelog](https://keepachangelog.com/en/1.1.0/), and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0.html).
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## 1.1.4 (unreleased)
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## [1.1.4] - 2026-10-06
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- Add framework-neutral `memory_tools` and `async_memory_tools` factories with
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fixed application user scope, strict argument schemas, bounded retrieval

‎README.md‎

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## Status
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Stable releases are available on [PyPI](https://pypi.org/project/atomicmemory/).
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This source tree prepares version `1.1.4`; consult PyPI for publication status.
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Version `1.1.4` is available on PyPI with the memory tool factories below.
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## Installation
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## Agent-selected memory tools
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The following API is new in source version **1.1.4**, which is not yet published.
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The published 1.1.3 package does not export these factories. For contributor
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verification, use `uv sync --all-extras` in this checkout.
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The following API requires **1.1.4** or later. Install the verified release:
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```bash
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pip install 'atomicmemory==1.1.4'
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```
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For contributor verification, use `uv sync --all-extras` in this checkout.
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```python
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import os

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