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 a hands-on AI

Generalist with robust mathematical foundations who can connect models, data, tools and business requirements into dependable applications.

You’ll work across agent orchestration, retrieval, integrations, automation and evaluation. Working closely with the founding, AI/ML and software engineering teams, you’ll help turn complex requirements into solutions designed for Fortune 1000 settings, where security, governance and reliability are essential.

Responsibilities

• Analyse business processes and technical requirements to identify where AI can deliver measurable value and where conventional software is more appropriate
• Define use cases with explicit inputs, outputs, data requirements, constraints and acceptance criteria
• Build end-to-end workflows that combine language models, specialist models, retrieval, application logic and human review where appropriate




• Develop agent workflows with explicit responsibilities, tool permissions, state management, execution limits and escalation paths
• Integrate models with approved APIs, databases, document stores and enterprise applications using well-defined interfaces
• Build document ingestion and retrieval pipelines, including parsing, chunking, metadata, indexing and permission-aware access
• Evaluate retrieval quality, source grounding and context selection using representative examples and measurable criteria
• Develop structured model interactions with validated outputs, reusable instructions and regression tests
• Implement timeouts, retries, fallbacks, duplicate-action safeguards and recovery mechanisms so failures are visible and manageable
• Compare models and tools against task quality, latency, operating cost, privacy and on-premises compatibility
• Build evaluation datasets covering task completion

📌 Ai Generalist And Full Stack Developer Kolkata
🏢 AI Standards
📍 Kolkata