Experience: 2–8 years

Location: Work from home initially

Role summary

AI Standards is building sovereign AI systems for enterprise environments, with work spanning AI safety, cybersecurity, quantum defence and on-premises deployment. We’re looking for an AI/ML Engineer with robust mathematical foundations who can help take models from experimentation to reliable deployment.

You’ll work closely with the founding and engineering teams on model development, fine-tuning, evaluation and inference optimisation. Your work will contribute to systems designed for Fortune 1000 requirements, where performance, privacy, traceability and operational reliability matter together.

Responsibilities
• Translate product and research objectives into well-defined ML problems, measurable baselines and reproducible experiments
• Evaluate and select suitable models based on task quality, licensing, hardware requirements, latency and deployment constraints
• Build data preparation pipelines covering cleaning, validation, deduplication, dataset versioning and leakage prevention




• Develop and fine-tune models, including parameter-productive adaptation for customer-specific domains and datasets
• Design evaluation suites that test accuracy, robustness, generalisation, safety and failure modes, rather than relying on a single benchmark
• Analyse model errors and use evidence to decide whether improvements require better data, training changes, retrieval, routing or a different model
• Optimise inference through appropriate techniques such as quantisation, batching, caching and efficient serving, while measuring quality trade-offs
• Profile GPU utilisation, memory consumption, throughput and latency to identify bottlenecks under realistic workloads
• Collaborate on model routing and orchestration, including confidence thresholds, escalation paths and specialist-model selection
• Package models and their dependencies for repeatable, containerised deployment in customer-controlled settings

📌 Ai/ml Operations Engineer And Strategist Kolkata (India)
🏢 AI Standards
📍 India