RtaForge (ऋत-Forge) 🥑🛡️

Forging coherence in an accelerating world.

RtaForge is a civilizational project dedicated to the return of subtle cognition and the establishment of sovereign AI infrastructure. We are little-endian, Indian, and aggressively independent.

We build reference-quality language models with an emphasis on stability, coherence, and long-horizon behavior. Our work focuses on high-tier State-Space Models (SSMs) and the hardware-fused runtime ecosystems required to run them on air-gapped hardware—from laptops to ruggedized toasters. The cloud is a lie. The binary is the truth.

🚀 Check out our Avocado runner: avocado-on-toast (Community Edition)

🏗️ Our Focus

• Modern SSMs: Training and optimizing sequence models for the post-transformer era.
• Reproducible Science: Producing clean, reference-quality checkpoints.
• Subtle Coherence: Prioritizing sentence-level logic and conversational stability over benchmark chasing.

Models released here are fully trained, evaluated for basic reasoning, and intended as solid baselines for further research and deployment. We publish selectively. Quality and clarity come before speed.

🚀 The Stack

Avocado 🥑

The universal, zero-dependency local inference runner for SSMs. Optimized for multi-platform execution (Linux, Mac, Windows) and hardware-fused math.

• Community Edition: Optimized engine for standard Mamba, S4, and RWKV architectures.
• Enterprise Edition: Hardened builds for internal and partner deployments.

Pavement 🔨

The Avocado Crusher. A Go-native utility that crushes raw Safetensors/HF weights into portable .splat packages. No Python, no bloat, just bit-exact math.

High-Tier Architectures

We maintain a family of proprietary state-space architectures designed to outrun the memory wall of traditional transformers. These models are optimized for zero-copy state persistence and efficient local execution.

• Anvaya-Rabbit-2.7B — Our flagship instruction-tuned SSM.

🌍 Ecosystem

Find our binary distributions and tooling on GitHub:

• avocado-on-toast — Public distribution for multi-platform binaries.

✉️ Support & Licensing

For architecture deep-dives, production licenses, or to escape the cloud-billing pits: Contact Guha Kashyap (guha@rtaforge.in) directly.

ऋत्। Anvaya: Sovereignty as a Service. 🇮🇳