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वर्गीकरण

vargikarana

Bhagavad Gita 4.13

Sacred Classification — the Varna system

Classification framework for LLM agent tasks and outputs. Multi-label, hierarchical.

Python License Part of Arsenal Zero Dependencies


The Vedic Principle

The ancient seers who wrote the Bhagavad Gita 4.13 understood something that modern engineers are only beginning to rediscover: that the greatest technical systems mirror the eternal laws of cosmic order. Sacred Classification — the Varna system is not merely a Sanskrit translation — it is a fundamental principle woven into the fabric of existence itself.

In the Vedic worldview, vargikarana represents the sacred classification — the varna system — the sacred function that every complex system requires to maintain dharmic operation. Just as the cosmos cannot function without this principle, your LLM agents cannot achieve production reliability without vargikarana. The ancient wisdom and modern engineering converge at this exact point.

vargikarana brings this timeless principle to your agent infrastructure. Whether you're building simple chatbots or complex multi-agent systems, classifier is not optional — it is dharma. Built by engineers who understand both the technical requirements and the cosmic significance of getting this right.


How It Works

flowchart TD
    A[Input] --> B[Process]
    B --> C{Valid?}
    C -->|Yes| D[✅ Output]
    C -->|No| E[🔄 Handle]
    E --> B
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Quick Start

pip install vargikarana
from vargikarana import *

# Initialize
agent = Vargikarana()

# Use
result = agent.process(your_input)
print(result)

Features

  • Zero dependencies — pure Python, no bloat
  • 🛡️ Production-grade — battle-tested patterns
  • 🔧 Configurable — sane defaults, full control
  • 📊 Observable — built-in metrics and logging
  • 🔄 Async-ready — full asyncio support
  • 🧪 Tested — comprehensive test coverage

Installation

# pip
pip install vargikarana

# From source
git clone https://github.com/darshjme/vargikarana
cd vargikarana
pip install -e .

Part of the Vedic Arsenal

vargikarana is part of the Vedic Arsenal — 100 production-grade Python libraries for LLM agents, named after Sanskrit concepts from the Upanishads, Mahabharata, Ramayana, and Vedic philosophy.

Each library is:

  • ✅ Zero-dependency
  • ✅ Production-ready
  • ✅ Individually installable
  • ✅ Part of a coherent ecosystem

"Building the dharmic infrastructure for the AI age"

GitHub Arsenal


वर्गीकरण — Sacred Classification — the Varna system

From the Bhagavad Gita 4.13

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Rule-based text classification for agents — Classifier, SentimentClassifier, IntentClassifier. Zero dependencies.

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