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Agents CLI in Agent Platform → https://goo.gle/3OAExQF ADK.dev → https://goo.gle/4mVq8LI Developer’s guide to building ADK agents with skills → https://goo.gle/41XMB0T Build ADK agents with Google MCPs → https://goo.gle/4e98xxu In this episode of The Agent Factory, we sit down with Shubham Saboo, Senior AI Product Manager at Google and the creator behind the viral "Awesome LLM Apps" repository (105K+ stars), to bridge the gap between AI hype and reality. You’ll learn why the most successful agents aren't built on complex code, but on clear communication and simple architectures. Watch as Shubham demos the brand new Agents CLI in Agent Platform and showcase everything new in ADK. Learn how to scaffold, test, and deploy an agent directly from your terminal using simple English prompts. From building a "caveman" text compressor to a sophisticated multi-agent system that roasts GitHub Pull Requests, you’ll see firsthand how Google’s new agent platform handles the heavy lifting of environment config, YAML files, and cloud deployment. By the end of this video, you’ll walk away with a blueprint for building "ambient agents" that run 24/7, handle drop connections with "resumable" flags, and interact with the world via Google Search tools. Whether you're a hardcore developer or a technical founder, you'll see how to treat AI agents like interns to get the best possible output. Chapters: 0:00 - Introduction: Meet Shubham Saboo 1:54 - The story behind 105,000 GitHub stars 4:52 - How AI agents evolved from GPT-3 to now 8:14 - What is Google’s New Agent CLI? 10:06 - Demo: Building the "Caveman Compressor" agent 17:45 - How to run AI evaluations (Evals) automatically 19:52 - Adding Google Search tools to your agent 23:20 - Demo: Building a Multi-Agent PR Roaster 26:45 - Live Roast: AI Agent roasts my code 30:14 - New in ADK: Graph-based workflows vs. Prompts 33:28 - Resumable Agents: Surviving production reality 34:40 - Ambient Agents: Building agents that run 24/7 36:32 - ADK Multi-language support (Python, TS, Go, Java) 43:35 - Why soft skills are the new technical requirement 45:54 - Rapid Fire: Is RAG dead? 48:04 - Why every developer needs to understand embeddings 51:35 - The one AI tool Shubham can't live without More resources: 5 Agent skill design patterns every ADK developer should know → https://goo.gle/4sV4PuS Awesome LLM apps repo → https://goo.gle/3OJOf31 Speakers on YouTube: @shubhamexplainsai , @SmithaKolan Shubham Saboo socials: X → https://goo.gle/3P13tAT LinkedIn → https://goo.gle/48nmtAh Smitha Kolan socials: YouTube → https://goo.gle/4mKXkVS X → https://goo.gle/4d4Aa9J LinkedIn → https://goo.gle/4twKYn1 Watch more of The Agent Factory → https://www.youtube.com/watch?v=qBOvM7SiDa4&list=PLIivdWyY5sqLXR1eSkiM5bE6pFlXC-OSs 🔔 Subscribe to Google Cloud Tech → https://goo.gle/GoogleCloudTech Speakers: Smitha Kolan, Shubham Saboo Products Mentioned: Gemini, Gemini CLI, Agent CLI, Agent Development Kit, Agent Engine, Agent Platform, Google Cloud Storage, Google Search Tool, GitHub, Streamlit, Open Claw/Open Crew, Nano Banana, Gemini Flash Image Model, Python, TypeScript, Go, Java, Vector Databases