AI Solution Architect – Vertex AI, LLMs & Multi-Agent AI

AI Solution Architect – Vertex AI, Multi‑Agent AI, LLM & RAG Role Summary

Design and govern a multi‑agent AI architecture for vulnerability triage and automated remediation using Vertex AI, GPT, and Claude.

AI & Cloud Platforms

• Vertex AI
• GCP AI Services
• Prompt Engineering
• Large Language Models (LLMs), including: GPT, Claude, Gemini, Lang Chain, Semantic Kernel

Vector Databases & Knowledge Management

• Pinecone
• FAISS
• Vertex AI Embeddings

Programming & Machine Learning

• Python
• Machine Learning (ML) Pipelines

AI / Agentic AI Expertise

• Deep expertise in multi‑agent collaboration
• LLM judge and scoring models
• Autonomous decision‑making
• Fallback logic
• Design secure and explainable AI outputs

AI Architecture & Orchestration

• Design multi‑agent architecture, including triage agents, remediation agents, judge agent
• Build LLM orchestration using Vertex AI, Lang Chain, and agent frameworks
• Implement prompt engineering, prompt chaining, and tool usage delegation

RAG & Knowledge Management

• Define Retrieval‑Augmented Generation (RAG) pipelines using secure coding knowledge packs
• Design agent memory using vector databases and knowledge graphs

Model Governance & Evaluation

• Establish model evaluation frameworks covering accuracy, false positives, latency
• Define model versioning, evaluation harnesses, and governance frameworks