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Project Catalyst: Agentic GKE Migration & Governance 🚀

Powered by Gemini Enterprise Agent Platform (Vertex AI)

📖 The Origin Story

During a large-scale enterprise cloud migration in the Mumbai (asia-south1) region, I managed the transition of complex workloads across 5 critical namespaces. While the migration was successful, the process was heavily reliant on manual "check-and-verify" steps, static Terraform scripts, and constant monitoring of infrastructure drift.

Recognizing that manual orchestration is the bottleneck of modern scaling, I built Project Catalyst. It transforms the "boring," error-prone manual steps of migration into an autonomous, reasoning-based workflow.

Project Catalyst is a code-first, multi-agent framework designed to automate and govern large-scale enterprise migrations in the GCP Mumbai (asia-south1) region. It moves beyond static scripts into Autonomous SRE, where agents reason through infrastructure state to perform self-healing and automated deployments.

🌟 Key Pillars

  • Autonomous Orchestration: Uses Gemini 1.5 Pro via the Agent Development Kit (ADK) to triage migration requests.
  • Self-Healing Infrastructure: Integrated with Dynatrace SLIs to trigger autonomous remediation for latency and availability breaches.
  • Enterprise Governance: Implements a "Human-in-the-Loop" (HiTL) Interactive Hub via Jupyter for safe, governed execution.
  • Regional Optimization: Purpose-built for the high-demand Mumbai region, ensuring low-latency and localized compliance.

🛠️ Technology Stack

  • Orchestration: Gemini Enterprise Agent Platform (ADK).
  • Cloud: Google Kubernetes Engine (GKE) & Google Cloud Platform.
  • CI/CD: Codefresh Parameterized Pipelines.
  • Observability: Dynatrace Performance Monitoring.

📂 Architecture Overview

  • /agents: Role-based definitions for Root, Technical, and SRE Agents.
  • /blueprints: Parameterized K8s and Codefresh templates.
  • /metadata: Enterprise-grade network and environment configuration.
  • /notebooks: The 'Migration Hub' — your interactive command center.

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Code-first, multi-agent framework designed to automate and govern large-scale enterprise migrations.

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