AI Agents For Beginners – OpenClaw Case Study
AI tin consciousness overwhelming, but this hands-on people makes it practical, approachable, and fun. You will commencement pinch AI fundamentals and exemplary mechanics for illustration transformers and tokens, earlier moving into the architecture of tools, workflows, and existent agents. You will build and research pinch 4 chopped agents, seeing firsthand really azygous agents germinate into a multi-agent system. Finally, you will study really OpenClaw woks to summation the assurance needed to design, build, test, and deploy real-world AI agents. Course resources: https://kode.wiki/3SrN8GO Course created by @KodeKloud ❤️ Support for this transmission comes from our friends astatine Scrimba – the coding level that's reinvented interactive learning: https://scrimba.com/freecodecamp Chapters Section 1 & 2: LLM & Core Concepts - 00:00:00 Course Welcome & Architecture Fundamentals - 00:07:54 Hallucinations, Model Evolution, & Competitors - 00:15:23 Developer Fundamentals & Working pinch APIs - 00:17:54 Token Economics & Managing Context Windows - 00:31:13 API Message Roles & Prompt Engineering Nuances Section 3 & 4: Code Setup & Tool Architecture - 00:38:29 Hands-On Lab: Practice Labs & First API Call - 00:45:01 Multi-Turn History, API Costs, & Trade-offs - 00:51:08 Architecture Overview: Tool Schemas & Execution Loops - 00:58:20 Predefined AI Workflows vs. Autonomous Agents Section 5: Building Agents from Scratch - 01:08:16 The Core Loop: Perceive, Reason, Act - 01:13:15 Hands-On Lab: Engineering the Standard `While` Loop - 01:21:13 Planning Limits, Brittle Logic, & Mitigation Guardrails - 01:26:19 Memory Managers: Sliding Windows & Vector DBs - 01:33:56 Multi-Agent Frameworks & Inter-Agent Communication - 01:43:08 Deconstructing Production Failures & Error Handling - 01:52:20 Grounding Data & Prepackaged Frameworks (LangChain, Mastra) - 02:00:25 Hands-On Lab: Building a Production Personal Assistant Section 6: Deep Case Study (OpenClaw) - 02:09:25 OpenClaw Codebase Tour & File Architecture - 02:14:39 Custom Layouts, Terminal Interfaces, & Concurrency Locks - 02:30:44 Testing Non-Deterministic Agents & LLM-as-a-Judge Evals - 02:39:30 Observability, Tracking Performance Metrics, & Optimization Levers - 02:51:55 Agent Security, Advanced Prompt Assemblies, & Wrap-up 🎉 Thanks to our Champion and Sponsor supporters: 👾 @omerhattapoglu1158 👾 @goddardtan 👾 @akihayashi6629 👾 @kikilogsin 👾 @anthonycampbell2148 👾 @tobymiller7790 👾 @rajibdassharma497 👾 @CloudVirtualizationEnthusiast 👾 @adilsoncarlosvianacarlos 👾 @martinmacchia1564 👾 @ulisesmoralez4160 👾 @_Oscar_ 👾 @jedi-or-sith2728 👾 @justinhual1290 -- Learn to codification for free and get a developer job: https://www.freecodecamp.org Read hundreds of articles connected programming: https://freecodecamp.org/news
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