Skip to main content

Persistent state management for LLM agents across sessions

Project description

अवस्था — avastha by Darshankumar Joshi

🌊 अवस्था

avastha

Mandukya Upanishad

States of Being — Jagrat Svapna Sushupti

Persistent state management for LLM agents. Snapshots, rollback, multi-backend storage. Zero dependencies.

Python Zero Dependencies Vedic Arsenal License

Formerly agent-state — Part of the Vedic Arsenal: 100 production-grade Python libraries for LLM agents, each named from the Vedas, Puranas, and Mahakavyas.


The Vedic Principle

The ancient Avastha principle from Mandukya Upanishad finds its modern expression in this library.

Just as the Vedic sages understood that every phenomenon in the universe follows deep patterns — patterns of creation, maintenance, and dissolution — avastha applies this wisdom to LLM agent engineering.

The concept of अवस्था (States of Being — Jagrat Svapna Sushupti) speaks directly to the technical problem this library solves. When the sages codified this principle in Mandukya Upanishad, they were describing not just a spiritual truth but a computational truth that would take humanity millennia to rediscover in silicon.

This is not coincidence. The universe has one nature. The Vedas described it first.


How It Works

flowchart LR
    A[Input] --> B[avastha]
    B --> C{Process}
    C -- Success --> D[Output]
    C -- Error --> E[Handle]
    E --> B
    style B fill:#6b21a8,color:#fff

Installation

pip install avastha

Or from source:

git clone https://github.com/darshjme/avastha.git
cd avastha && pip install -e .

Quick Start

from avastha import *

# See examples/ for full usage

The Vedic Arsenal

avastha is one of 100 libraries in darshjme/arsenal — each named from sacred Indian literature:

Sanskrit Name Source Technical Function
avastha Mandukya Upanishad States of Being — Jagrat Svapna Sushupti

Each library solves one problem. Zero external dependencies. Pure Python 3.8+.


Contributing

  1. Fork the repo
  2. Create feature branch (git checkout -b fix/your-fix)
  3. Add tests — zero dependencies only
  4. Open a PR

🌊 Built by Darshankumar Joshi · @thedarshanjoshi

"कर्मण्येवाधिकारस्ते मा फलेषु कदाचन" Your right is to action alone, never to its fruits. — Bhagavad Gita 2.47

Vedic Arsenal · GitHub · Twitter

Project details


Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distribution

avastha-0.1.0.tar.gz (11.0 kB view details)

Uploaded Source

Built Distribution

If you're not sure about the file name format, learn more about wheel file names.

avastha-0.1.0-py3-none-any.whl (7.8 kB view details)

Uploaded Python 3

File details

Details for the file avastha-0.1.0.tar.gz.

File metadata

  • Download URL: avastha-0.1.0.tar.gz
  • Upload date:
  • Size: 11.0 kB
  • Tags: Source
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/6.2.0 CPython/3.13.11

File hashes

Hashes for avastha-0.1.0.tar.gz
Algorithm Hash digest
SHA256 c5c76359c52e3b4b69bdc68f3ca2fc065bfe03e50ecc07424f6eef02e923b377
MD5 aa95f808e8ad745410b78c7a5cb4a71d
BLAKE2b-256 c924149b0dbfceb0f88a84254fb6c1e6add5e96f8de7d1c8871bdd7ee0eca24c

See more details on using hashes here.

File details

Details for the file avastha-0.1.0-py3-none-any.whl.

File metadata

  • Download URL: avastha-0.1.0-py3-none-any.whl
  • Upload date:
  • Size: 7.8 kB
  • Tags: Python 3
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/6.2.0 CPython/3.13.11

File hashes

Hashes for avastha-0.1.0-py3-none-any.whl
Algorithm Hash digest
SHA256 daa15ad0b328cf61a79250abb031916f35db1e8b7cbcccb152b5d81023cbd333
MD5 8f51d2a57a11ee219f63d2eb37e34fa4
BLAKE2b-256 522d97939aa53c76bb6eeba8c00d5899d89800aca6178edcfbfcbac5f35d6054

See more details on using hashes here.

Supported by

AWS Cloud computing and Security Sponsor Datadog Monitoring Depot Continuous Integration Fastly CDN Google Download Analytics Pingdom Monitoring Sentry Error logging StatusPage Status page