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Ollion

Principal Consultant & AI/ML Lead

RemoteIndia only
Published
Role
AI / ML
Experience
Principal
Employment
Contract
Salary not disclosed
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No BS summary

Principal/Lead AI/ML consultant for Generative AI agent systems. Needs 6–12 years in professional services or IT consulting, production multi-agent/LLM systems, Vertex AI/GCP, and advanced Go backend experience. Role is based in Pune, India.

Core skills

Multi-agent frameworksVertex AIGo

Required skills

LLMGeminiAgent EngineAgent Development KitVector SearchGCPVPC Service ControlsIAMPub/Sub

What you'll do

  • Act as the primary Subject Matter Expert (SME) on Generative AI, LLM reasoning patterns, and autonomous agent frameworks for Professional 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.
  • 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.
  • Lead the detailed design specifications for agents, establishing structural tool definitions (Function Calling), systemic prompt engineering, and input-context data models.
  • Define clear 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.
  • 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.

What they require

  • Consulting & Client Leadership: Minimum 6 years to 12 years of proven experience working in a professional services or IT consulting firm, with a track record of leading technical delivery teams and managing senior client stakeholders (CTOs, VPs of Architecture).
  • Production Agent Systems Expertise: Deep, hands-on experience deploying production-grade, multi-agent frameworks, LLM-backed reasoning loops (Gemini), and autonomous workflows.
  • Google Cloud Ecosystem Mastery: Expert-level familiarity with the Vertex AI suite (Agent Engine, Agent Development Kit, Tuning, Vector Search) and hardened enterprise GCP security architectures (VPC Service Controls, IAM, Pub/Sub).
  • Software Engineering: Advanced backend proficiency in Go (Golang) with a strong background in highly concurrent, distributed, and event-driven systems.
  • Regulated AI Safety: Clear appreciation for operating within highly regulated industries (e.g., healthcare, finance, public sector) where data compliance, deterministic auditing, and strict security perimeters are non-negotiable.

Ollion is a global technology partner helping clients solve complex AI, data, cloud, and business transformation challenges.

Cloud Consulting
Salary not disclosed