About Sarvam
Sarvam is building the bedrock of Sovereign AI for India. The company is developing India's full-stack sovereign AI platform, building across research, models, infrastructure and applications with a singular focus on making AI genuinely work for India. Sarvam works with leading enterprises and public institutions and is backed by Lightspeed, Peak XV, and Khosla Ventures. Sarvam partners with India's leading brands, including Tata Capital, SBI Life, CRED, IDFC, and LIC.
About the Role
You will work across the full lifecycle of vision-language model (VLM) development — data, training, evaluation, and production. The team's scope will evolve as the field does; we want engineers who are comfortable with that.
What You'll Do
• Design and run training and fine-tuning pipelines for large vision-language models on GPU clusters
• Build multimodal data pipelines — ingestion, filtering, deduplication, synthetic generation, and quality assurance
• Implement and experiment with recent architectures and training techniques from research
• Build evaluation harnesses, benchmarks,



and automated regression tracking
• Optimise models for inference — quantisation, batching, and serving infrastructure
• Build robust pipelines and integrations that put vision model capabilities in the hands of end users
• Translate real-world problems into well-scoped ML tasks with the right data and evaluation strategy
• Work directly with clients to understand their use cases — document processing, visual search, form extraction — and own the solution end to end
• Build production-grade systems on top of Sarvam Vision and open-source models: multimodal pipelines, retrieval-augmented workflows, and structured output extraction
• Debug and improve deployed solutions — latency, accuracy, edge cases, and integration with client infrastructure
What We're Looking For
• Strong Python and PyTorch — comfortable reading and modifying model internals
• Hands-on experience training or fine-tuning large m

📌 Machine Learning Engineer, Vision (Bengaluru)
🏢 SARVAM
📍 Bengaluru