Outcome Customer Engineer at Google Cloud · Data, Analytics & Agentic AI Specialist · Technical Author
I design and build enterprise AI, Agentic, and Data & Analytics reference architectures — bridging the gap between quick-start notebooks and verifiable, production systems. Every blueprint below ships with end-to-end code, deterministic verification suites, and an accompanying deep-dive engineering publication.
| Blueprint & Repository | Focus Area & Key Stack | Companion Technical Deep Dive | 1-Click Launch |
|---|---|---|---|
🧭 agentic-ai-orchestration-patterns |
Agentic AI Orchestration & Systems Engineering Handbook: Beginner to Production Architect 18-Chapter Engineering Handbook · 12 Core Orchestration Patterns · 11 Deep-Dive Systems Pillars (Tool Calling & CodeAct, Agentic RAG & GraphRAG, Agent Skills SKILL.md, MCP & A2A Protocols, Agentic Evals & pass^k, Context & Memory (MemGPT/Bi-Temporal Graphs), Security & CaMeL Sandboxing, FinOps & TBOM/CpO, Multimodal/CUA & Live Streaming, AG-UI/A2UI/AP2 UX & Commerce, Quality Flywheel & Distillation) · RAG Patterns Field Guide (45+ patterns) plus appendices on reasoning & planning, agent benchmarks, threats & defenses, and a glossary · Framework Mapping · 105 Scenario MCQs |
📘 Read 18-Chapter Guide | 🎓 105-MCQ Quiz |
🧾 tokenomics-paygo-demo |
AI Tokenomics & Token Bill of Materials (TBOM) Google ADK 2.x · Gemini 4 Argon / 3.8 Flash · Cloud Run · Agent Runtime · BigQuery FinOps (-96.4% Cost per Validated Outcome across 6 levers) |
📖 Read on Medium |  |
📊 bq-agentic-analytics-finserv-tvfs |
Grounded Agentic & Causal Analytics in BigQuery 6 Augmented Analytics TVFs ( ML.DETECT_CHANGE_POINTS, AI.KEY_DRIVERS, AI.CAUSAL_EFFECT) · Dataplex Knowledge Catalog · Conversational Analytics on 2.27M CFPB records |
📖 Read in Google Cloud Community | |
🌊 gemini-live-adk-flood-claims |
Real-Time Voice & Vision FNOL Claims Desk (Demo Tideline) Gemini Live API · Google ADK 2.x Workflows & Agent Skills · Vertex AI Search (FEMA NFIP) · BigQuery (OpenFEMA v3 + NOAA) · Private Cloud Run + IAP |
📖 Read in Google Cloud Community | |
⚙️ zero-cluster-mlops |
Zero-Cluster Batch MLOps & Telemetry BigQuery ML ( ML.PREDICT + PSI Drift Guardrails) · Cloud Run Jobs · OpenTelemetry Tracing & Custom Metrics · Terraform IaC |
📖 Read in Google Cloud Community | |
🩺 medgemma-cymbal-medbuddy |
Multimodal Clinical Imaging Assistant (Cymbal MedBuddy) Google DeepMind MedGemma-4B-IT · Vertex AI Model Garden · vLLM on 2× NVIDIA L4 GPUs · Streamlit |
📖 Read in Google Cloud Community | |
🌐 Supply-Chain-Analytics-with-Google-BigQuery |
Predictive Supply Chain Digital Twin with BigQuery Graph Native Property Graphs ( ISO GQL) · Vertex AI Autonomous Embeddings · Vector Search · BigQuery ML Boosted Trees |
📖 Read in Google Cloud Community | |
🛡️ demo_bqml_classification |
Serverless Early Warning System (EWS) on BigQuery ML Dynamic Geo Configuration · Boosted Trees ( XGBoost) · ML.EXPLAIN_PREDICT Attribution · 63 Automated SQL Assertions |
📘 View Runbook | |
- Data & Analytics: Data Engineering (
Apache Spark,Python,SQL) covering batch based, micro batch based, real time scenarios. - Agentic AI & Multimodal Systems: Google ADK 2.x (
Workflow,LlmAgent,BasePlugin, Agent Skills), Gemini Live API (real-time bidirectional audio/video), Gemini 4 Argon / 3.8 Flash, Vertex AI Search grounding, and AI Tokenomics (TBOM/CpO). - In-Warehouse Data Science & Analytics: BigQuery ML (
BQML), BigQuery Augmented Analytics TVFs (ML.DETECT_CHANGE_POINTS,AI.KEY_DRIVERS,AI.CAUSAL_EFFECT), BigQuery Graph (ISO GQL), Dataplex Knowledge Catalog, and BigQuery, Amazon Redshift, Conversational Analytics, Amazon Athena, Managed Apache Spark (Dataproc), Amazon EMR, AWS Glue and more. - Serverless Production Engineering: Cloud Run Services & Jobs, Identity-Aware Proxy (IAP), OpenTelemetry distributed tracing & metrics, Cloud Billing FinOps attribution, Terraform Infrastructure-as-Code, CloudFormation, AWS Lambda.