# Models

Canonical: https://udgamlabs.com/models · Updated: 2026-10-30

Models · 11 releases

Every model Udgam Labs has released, newest first. Each has its own page with results, examples and where it falls short. The full write-ups are in [Research](https://udgamlabs.com/research). Nine of them also run as tools for AI agents such as Claude, Codex and Cursor, through [our MCP server](https://udgamlabs.com/mcp).

Hindi transliterator · 30 Oct 2026

## [Lekhani](https://udgamlabs.com/models/lekhani)

Type Hindi in Latin letters and get Devanagari, in a 0.87 MB download that runs on your own device.

- 0.87 MB
- Runs in the browser
- Apache-2.0

Text to video · 28 Oct 2026

## [Drishya Tiny](https://udgamlabs.com/models/drishya-tiny)

Makes 2-second 256×256 clips from a sentence. A research release: about $21 of GPU time, every failure included.

- 212M generator
- 15 h on one L40S
- CC BY-NC 4.0 weights

Telugu language model · 27 Oct 2026

## [Vemana](https://udgamlabs.com/models/vemana)

A Telugu base model trained live in public. On fresh Telugu text, the best open base model under 1B that we tested.

- 278M parameters
- About 16 h on one H100
- Apache-2.0

Chat model · 22 Oct 2026

## [Laghu](https://udgamlabs.com/models/laghu)

A small English chat model with a thinking switch, trained from scratch for $146 and released with everything open.

- 152M parameters
- $146 pretraining run
- Apache-2.0

Speech to text · 19 Oct 2026

## [Shruti](https://udgamlabs.com/models/shruti)

Writes down Hindi, English and Hinglish, offline, on a phone or in the browser. English words stay in English.

- 29.5 MB
- Runs in the browser
- Apache-2.0

Language model · 17 Oct 2026

## [Gargi](https://udgamlabs.com/models/gargi)

A small English language model that thinks step by step on maths problems and runs comfortably on a laptop.

- 384M parameters
- ≈17B training tokens
- Apache-2.0

Maths word problems · 16 Oct 2026

## [Lilavati](https://udgamlabs.com/models/lilavati)

Solves maths word problems by writing a short Python program and running it.

- 95M parameters
- GSM8K 54.7% first try
- Apache-2.0

Text to image · 12 Oct 2026

## [Chitra Tiny](https://udgamlabs.com/models/chitra-tiny)

Makes 256×256 pictures from an English sentence, on a laptop in about three seconds per image.

- 212M parameters
- 256×256
- Apache-2.0

On-device tool calling · 10 Oct 2026

## [Udgam-384M](https://udgamlabs.com/models/udgam-384m)

Turns requests into function calls, documents into JSON and tasks into shell commands, on the device itself.

- 384M parameters
- Context 4,096 tokens
- Apache-2.0

Research release · 29 Sept 2026

## [Udgam English 125M](https://udgamlabs.com/models/english-125m)

A small English model trained from random weights. It missed its performance target, and we published the full results.

- 125M parameters
- Context 2,048 tokens
- Target missed

Fine-tuned adapter · 22 Sept 2026

## [Udgam Hinglish Commands](https://udgamlabs.github.io/hinglish-commands-0.6b/)

Turns short English and Romanized Hinglish requests into a structured intent and details an app can use.

- LoRA on Qwen3-0.6B
- 54.88% vs 9.90% base
- 8 command domains

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## About Udgam Labs

Udgam Labs is an independent AI research lab. We work from first principles: before we build, we understand why things work, whether we are training a model, fine-tuning one or applying AI to a new problem. Today that means open models such as Gargi, a 384M-parameter language model that comes within 2 points of Qwen2.5-0.5B on three reasoning benchmarks with about 1,000× less training data. Next come products, custom models for businesses, and AI in the physical world. Udgam (उद्गम) is Sanskrit for origin.

Udgam Labs · AI research from first principles · https://udgamlabs.com