The latest articles on DEV Community by AS SIVA (@as_siva_0a8ec6e6e375c88b9). https://dev.to/as_siva_0a8ec6e6e375c88b9 https://media2.dev.to/dynamic/image/width=90,height=90,fit=cover,gravity=auto,format=auto/https:%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Fuser%2Fprofile_image%2F2329751%2F146b7f9a-3760-470b-8327-f0b45eda0838.jpg https://dev.to/as_siva_0a8ec6e6e375c88b9 en AS SIVA Tue, 25 Nov 2025 05:38:46 +0000 https://dev.to/as_siva_0a8ec6e6e375c88b9/building-multi-agent-systems-on-gcp-an-architectural-patterns-framework-40cn https://dev.to/as_siva_0a8ec6e6e375c88b9/building-multi-agent-systems-on-gcp-an-architectural-patterns-framework-40cn <p>I just published a deep-dive on building multi-agent systems for platform engineering using Google's Agent Development Kit (ADK) on GCP.</p> <h2> What's Covered </h2> <ul> <li> <strong>ADK Architecture</strong> – Agents, Tools, and Orchestration patterns explained through a distributed systems lens</li> <li> <strong>7 Architectural Patterns</strong> – From Hierarchical Orchestration to Market-Based Auctions, with guidance on when to use each</li> <li> <strong>Platform Engineering Use Cases</strong> – AI SRE, Intent-to-Infrastructure, Self-Healing Infrastructure</li> <li> <strong>Assessment Framework</strong> – 6 pillars adapted from AWS WAF and Microsoft CAF for evaluating multi-agent implementations</li> <li> <strong>Implementation Roadmap</strong> – A 3-phase approach from foundation to scale</li> </ul> <h2> Key Metrics from Real Implementations </h2> <div class="table-wrapper-paragraph"><table> <thead> <tr> <th>Metric</th> <th>Result</th> </tr> </thead> <tbody> <tr> <td>MTTR Reduction</td> <td>85% (4.2 hrs → 38 min)</td> </tr> <tr> <td>Incident Prevention</td> <td>78% before customer impact</td> </tr> <tr> <td>Infrastructure Cost Savings</td> <td>23%</td> </tr> <tr> <td>Annual Savings</td> <td>$1.8M+</td> </tr> </tbody> </table></div> <h2> The Core Insight </h2> <blockquote> <p>Multi-agent systems are distributed systems with intelligence. Apply your microservices knowledge, add reasoning capabilities, and you're 80% there.</p> </blockquote> <p>If you're a cloud engineer, platform engineer, or SRE exploring how multi-agent AI fits into your infrastructure strategy, this one's for you.</p> <p>👉 <strong>Read the full article:</strong> <a href="https://medium.com/@assiva002/building-multi-agent-systems-on-gcp-an-architectural-patterns-framework-81072d2d60b8" rel="noopener noreferrer">Building Multi-Agent Systems on GCP: An Architectural Patterns Framework</a></p> <p>Would love to hear your thoughts, especially if you're already experimenting with ADK or multi-agent patterns in production. What use cases are you exploring?</p> gcp ai cloudcomputing devops