# AarambhDevHub/aarambh-studio

<https://repo.masters-masters.com/en/repos/AarambhDevHub/aarambh-studio>

[Home](https://repo.masters-masters.com/en) › [AarambhDevHub](https://repo.masters-masters.com/en/owners/AarambhDevHub) › [aarambh-studio](https://repo.masters-masters.com/en/repos/AarambhDevHub/aarambh-studio)

AarambhDevHub/aarambh-studio has 112 stars on GitHub. Its RepoMasters card: Prototype tier. 🦀 Decoder-only LLM built from scratch in pure Rust using Candle —…

| Field | Value |
| --- | --- |
| Owner | [AarambhDevHub](https://repo.masters-masters.com/en/owners/AarambhDevHub) |
| Stars | 112 |
| Forks | 35 |
| Language | [Rust](https://repo.masters-masters.com/en/languages/rust) |
| License | Apache-2.0 |
| Created | 2026 |
| Topics | candle, decoder-only, deep-learning, dora, from-scratch, gguf, grpo, large-language-model, llm, lora |
| Tier | [Prototype (100 to 249 ★)](https://repo.masters-masters.com/en/ranks/rush) |
| View on GitHub | [AarambhDevHub/aarambh-studio](https://github.com/AarambhDevHub/aarambh-studio) |

## Repository

🦀 Decoder-only LLM built from scratch in pure Rust using Candle — no Python, no PyTorch. Gated DeltaNet + sparse attention, fine-grained MoE, native video/document understanding, long-horizon tool agents, quantization-aware training. Scales: Tiny (25M) to Large (1.3B).

The tier for repos with 100 to 249 ★. Published odds per card pulled: 70%. Rarity: Common.

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Data: GitHub · Illustration drawn by RepoMasters from the repo’s ID and its language color.