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👋 About Us

RunAsh AI Frontier Applied Research Labs is where Runash Digital Innovation Technologies Private Limited pushes on the edge of what's practically deployable in machine learning — and turns it into working systems. We sit between pure research and production: tracking frontier techniques as they emerge, and adapting them into models, datasets, and tools that hold up outside a benchmark.

We publish openly on the Hugging Face Hub because we believe applied research moves faster in the open.

🔭 Research Focus

We work broadly across modalities, applying frontier methods rather than staying confined to one:

• 🗣️ NLP & LLMs — fine-tuning, alignment, and efficient adaptation of language models for real-world deployment
• 🖼️ Computer Vision — perception systems, detection, and vision pipelines grounded in production constraints
• 🎨 Multimodal & Generative AI — text-to-image, image-to-text, and combined vision-language systems
• 🧠 Agentic AI — autonomous, tool-using agents capable of planning and executing multi-step tasks with minimal supervision
• 🛍️ Live Commerce & Payments AI — real-time recommendation, conversational shopping assistants, fraud detection, and agentic checkout/payment flows for live and social commerce
• 🎯 Domain-Specific Research — models and pipelines adapted to specific industry verticals rather than one-size-fits-all solutions
• ⚙️ Efficient Training & Inference — distillation, quantization, and low-resource fine-tuning techniques
• 📊 Data-Centric Research — building and curating datasets that meaningfully move model performance

🧪 How We Work

• Applied, not purely academic — every research thread is evaluated against a real deployment target, not just a leaderboard
• Open by default — models, datasets, and findings are published on the Hub as they mature
• Fast iteration — we prioritize techniques that can move from paper to prototype in weeks, not quarters

🧠 Our Work on the Hub

We're actively building out our first models, datasets, and Spaces — public releases are coming soon.

🔔 Coming soon. Follow this org to be notified as we publish our first releases. Once repos are live, update the table above to link directly, e.g. https://huggingface.co/organizations/RunAshAIFrontierLabs/activity/models

🌟 What's in the Pipeline

• Project Apex — an agentic AI system for autonomous multi-step task execution (in development)
• RunAshChat — a live commerce assistant combining real-time recommendation with conversational checkout (in development)
• RunAshPay — a payments-focused model for fraud detection or transaction risk scoring (in development)
• Agentic Live Commerce — a domain-specific fine-tuned model for [industry vertical] (in development)
• Custom Dataset — a dataset supporting research into [topic] (in development)

🤝 Collaborate With Us

We're open to:

• Research partnerships and joint publications
• Open-source model or dataset collaborations
• Academic and industry residencies or internships in applied AI research

Reach out at research@runash.in or connect on LinkedIn.

📍 Parent Company

• Legal Name: Runash Digital Innovation Technologies Private Limited
• Headquarters: Bokaro,JH,India.
• Founded: 2021

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