Job Description

We are seeking a Principal Consultant & AI/ML Lead to head our Generative AI initiatives and serve as the core Subject Matter Expert (SME) for our enterprise service and consulting practice. In this strategic, client-facing role, you will lead the architectural design, advisory, and execution of high-impact AI agent ecosystems for our enterprise clients.

Key Responsibilities
Strategic AI Leadership & SME Advisory
Act as the primary Subject Matter Expert (SME) on Generative AI, LLM reasoning patterns, and autonomous agent frameworks for Skilled services and enterprise clients.
Translate complex business requirements from client stakeholders into rigorous technical blueprints, leading pre-sales technical discoveries and high-level architectural assessments.
Establish delivery playbooks and reusable patterns to standardize how our consulting firm deploys agentic workflows across different client industries.
Core Agent Reference Architecture & Framework Design
Own the technical vision for the core Go harness pattern, leveraging the Vertex AI Agent Development Kit (ADK) to build a robust, production-ready framework for agents.
Per-Agent Specification & Delivery Oversight




Lead the detailed design specifications for agents, establishing structural tool definitions (Function Calling), systemic prompt engineering, and input-context data models.
Define explicit graduated-autonomy criteria, ensuring a balance between autonomous agent execution and human-in-the-loop (HITL) exception handling.
Establish robust distributed systems patterns, ensuring strict idempotency strategies and canonical event envelopes across bounded contexts.
Evaluation, Safety, & Governance
Design and implement a continuous shadow-mode evaluation harness to validate agent performance against live production data without triggering real-world side effects.
Set precision/recall thresholds and safety-critical misclassification test suites required for production graduation.
Partner with the client’s Agent Governance Board to advise on SOA tier classifications, model-version-pinning strategies, and continuous model/drift monitoring.
Oversee or directly build the initial shadow-mode Proof of Concept (PoC) for the first designated agent to accelerate project kickoff.

📌 Lead Ai/ml Engineer Generative Ai Agent Systems Pune
🏢 Ollion
📍 Pune