Google ADK Deep Dive: Agentic RAG, SQL Agent & Web Agents — LIVE Build & Demos | AI Bros Pod EP 32 скачать в хорошем качестве

Google ADK Deep Dive: Agentic RAG, SQL Agent & Web Agents — LIVE Build & Demos | AI Bros Pod EP 32

Unlock Google ADK (Agent Developer Kit) with AIBROS! In this live Episode 33, Nisaar and Rohan go hands-on to build Agentic RAG, a SQL Agent that talks to real databases, and a Web Agent capable of browsing, extracting, and acting. We’ll cover the ADK mental model, project setup, tool abstractions, evaluation, and live demos—plus pitfalls to avoid when shipping agentic systems to production. Whether you’re a researcher, indie hacker, or team lead, this session gives you a practical blueprint for designing robust agents: planning, grounding, memory, safety rails, and observability. Bring your questions—live Q&A at the end! Timestamps 00:00 Intro: What is Google ADK? 00:50 Why Google ADK is Model-Agnostic 02:19 Agent Patterns: Planner, Tools, Memory, Guards 03:09 Project Setup: ADK + Python + VS Code 04:31 Environment & Keys: Config Best Practices 06:12 Agentic RAG: Architecture & Retrieval Strategy 08:45 Building the RAG Toolset (Loaders, Chunking, Index) 11:22 Response Synthesis & Hallucination Controls 13:40 SQL Agent: Connecting & Schema Introspection 16:05 Safe Query Generation (Constraints & Validation) 18:33 Live Demo: Natural Language to SQL Analytics 22:10 Web Agent: Browsing, Extraction & Actions 25:18 Anti-Looping & Timeouts for Web Tasks 28:07 Tool/Action Orchestration & Error Recovery 31:30 Evaluation: Prompts, Tests, & Telemetry 34:02 Observability: Logs, Traces, and Guardrails 36:40 Putting It Together: Multi-Tool Agent Pipeline 39:25 Production Tips: Caching, Costs, & Latency 42:10 Security: Data Governance & Least Privilege 44:55 Benchmarks, Limits & What to Watch 47:20 Q&A: Your Projects & Use-Cases 49:50 What’s Next & Resources Tags (paste into YouTube “Tags”) AIBros Podcast, Google ADK, Agent Developer Kit, ADK agents, agentic RAG, RAG systems, retrieval augmented generation, SQL agent, database agent, web agent, browsing agent, toolformer, tool use, agent orchestration, AI agents, autonomous agents, LLM tools, LLM evaluation, prompt engineering, vector databases, embeddings, grounding, AI observability, guardrails, safety, hallucination reduction, production AI, Python AI, VS Code AI, data engineering, analytics, enterprise AI, generative AI, machine learning, large language models, open source AI, AI livestream, coding live, tech breakdown, AI tutorial, Google AI Hashtags #AIBros #GoogleADK #AgentDeveloperKit #AIagents #AgenticRAG #SQLAgent #WebAgent #RAG #GenerativeAI #LLMs #MachineLearning #OpenSource #Python #AIEngineering #LiveStream #TechTutorial