# Alchemyst Labs - Research Wing of Alchemyst AI - Full Content Dump
> Generated at: 2026-07-05T16:57:39.945Z
> Source: https://labs.getalchemystai.com

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# Alchemyst Labs - Research Wing of Alchemyst AI

> Alchemyst Labs is the research division of Alchemyst AI, advancing open-source AI research including Pratilekha Indic speech-to-text models, context layer infrastructure, and agentic AI systems. Open models, open source, open science.

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## Alchemyst Labs

Alchemyst Labs is the research division of Alchemyst AI (XAlchemyst Technologies Pvt. Ltd.). We advance open-source AI research across speech recognition, context-aware systems, and agentic AI infrastructure.

**Domain:** https://labs.getalchemystai.com

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## Research: Pratilekha Indic STT Models

### Pratilekha (प्रतिलेख) — "Transcription" in Sanskrit

Pratilekha is a family of lightweight Indic Speech-to-Text (STT) models, LoRA fine-tuned from OpenAI Whisper for edge and mobile inference.

**Supported Languages (12):** Hindi, English, Bengali, Tamil, Telugu, Marathi, Gujarati, Kannada, Malayalam, Punjabi, Urdu, Odia.

**Model Variants:**

| Variant | Base Model | Params | Downloads | Last Updated |
|---------|-----------|--------|-----------|-------------|
| pratilekha-v0 | Whisper Tiny | 39M | 1.17k | Feb 2026 |
| pratilekha-v0-small | Whisper Small | 244M | 7.89k | May 2026 |

**Key Features:**
- ~20% better accuracy than Whisper-1 on Indic benchmarks
- Sub-200ms inference latency
- Trained on noisy real-world audio
- Ships with WebSocket FastAPI server for real-time transcription
- LoRA adapters for parameter-efficient fine-tuning

**Links:**
- Collection: https://huggingface.co/collections/anuran-roy/pratilekha-models
- Model v0: https://huggingface.co/anuran-roy/pratilekha-v0
- Model v0-small: https://huggingface.co/anuran-roy/pratilekha-v0-small

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## Open Source: SDKs & Integrations

### TypeScript/JavaScript

| Package | Description | Downloads | License |
|---------|------------|-----------|---------|
| @alchemystai/sdk | Core TS SDK, zero deps | ~72/week | Apache-2.0 |
| @alchemystai/aisdk | Vercel AI SDK integration | Latest | MIT |
| @alchemystai/langchain-js | LangChain JS integration | ~12/week | Apache-2.0 |

### Python

| Package | Description | Version | License |
|---------|------------|---------|---------|
| alchemystai | Core Python SDK | 0.10.1 | Apache-2.0 |

### GitHub Organization

- Organization: https://github.com/Alchemyst-ai (36 repos, 52 followers)
- awesome-saas: 421 stars, SaaS templates for Alchemyst Platform
- docs: Documentation monorepo
- Hiring: 56 stars, hiring assignments

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## Research Papers

### SerPyTor: A Distributed Context-Aware Computational Graph Execution Framework

A framework for durable execution with distributed context-aware computational graphs. Enables reliable, traceable execution of AI agent workflows across distributed systems.

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## About Alchemyst Labs

Alchemyst Labs is headquartered in Bangalore, India, operating as the research division of XAlchemyst Technologies Pvt. Ltd.

**Contact:** founders@getalchemystai.com
**Website:** https://getalchemystai.com
**X/Twitter:** @getalchemyst
**GitHub:** https://github.com/Alchemyst-ai
**LinkedIn:** https://www.linkedin.com/company/alchemystai

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