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intermediateTechnical AI
Building Your First Production AgentA hands-on course for engineers who already call LLM APIs and want to ship a tool-using agent that survives production: recovering from failed tool calls, capping runaway spend, extending itself with an MCP server, passing task-completion evals, and deploying with logging enabled.
Matching modules
65 modules- Module 1Getting Started: AI Tools and Prompting Basicsin AI Fluency - Quick Wins with AI · 3 lessonsai-for-product-managersai-for-marketersai-for-data-analystsprompt-engineeringquickfoundational
- Module 2Drafting and Refining Professional Emails with AIin AI Fluency - Quick Wins with AI · 2 lessonsai-for-product-managersai-for-marketersai-for-foundersprompt-engineeringworkflowsquickfoundational
- Module 3Building Presentations with AIin AI Fluency - Quick Wins with AI · 3 lessonsai-for-product-managersai-for-marketersai-for-foundersprompt-engineeringworkflowsquickfoundational
- Module 4Summarizing Documents with AIin AI Fluency - Quick Wins with AI · 2 lessonsai-for-product-managersai-for-data-analystsai-for-foundersprompt-engineeringworkflowsquickfoundational
- Module 5Deep Research with AIin AI Fluency - Quick Wins with AI · 3 lessonsai-for-product-managersai-for-data-analystsai-for-foundersprompt-engineeringresponsible-aiquickintermediate
- Module 1Start Herein AI Risk for Decision-Makers: The Ten Questions · 1 lessonai-for-leadersresponsible-aiquickfoundational
- Module 2Foundations of AI Riskin AI Risk for Decision-Makers: The Ten Questions · 3 lessonsai-for-leadersresponsible-aiquickfoundational
- Module 3Regulatory Classificationin AI Risk for Decision-Makers: The Ten Questions · 3 lessonsai-for-leadersresponsible-aiquickfoundational
- Module 4Putting It Into Practicein AI Risk for Decision-Makers: The Ten Questions · 4 lessonsai-for-leadersresponsible-aiquickfoundational
- Module 1Start Herein Automate One Workflow Today · 1 lessonai-for-marketersworkflowsquickfoundational
- Module 2Choose Your Task and Connect Itin Automate One Workflow Today · 3 lessonsai-for-marketersworkflowsquickfoundational
- Module 3Template, Test and Hand Offin Automate One Workflow Today · 6 lessonsai-for-marketersworkflowsquickfoundational
- Module 1Start Herein Building Your First Production Agent · 1 lessonai-for-engineersai-for-leadersai-for-data-analystsagentic-aiquickintermediate
- Module 2The Production Tool-Call Loopin Building Your First Production Agent · 3 lessonsai-for-engineersagentic-aiworkflowsquickfoundational
- Module 3Failure-Resilient Agent Loopsin Building Your First Production Agent · 4 lessonsai-for-engineersagentic-aiai-evalsworkflowsquickintermediate
- Module 4Cost and Rate-Limit Guardrailsin Building Your First Production Agent · 3 lessonsai-for-engineersai-for-leadersagentic-airesponsible-aiworkflowsquickintermediate
- Module 5MCP Tool Integrationin Building Your First Production Agent · 4 lessonsai-for-engineersagentic-aimcp-integrationsresponsible-aiquickintermediate
- Module 6Evaluation for Task Completionin Building Your First Production Agent · 3 lessonsai-for-engineersai-for-data-analystsagentic-aiai-evalsquickintermediate
- Module 7Deployment and Observabilityin Building Your First Production Agent · 5 lessonsai-for-engineersai-for-leadersagentic-airesponsible-aiworkflowsquickintermediate
- Module 1Start Herein Claude Code for People Who Do Not Ship Code · 1 lessonai-for-data-analystsclaude-codequickfoundational
- Module 2Getting Started with Claude Codein Claude Code for People Who Do Not Ship Code · 3 lessonsai-for-data-analystsclaude-codequickfoundational
- Module 3Reading Before Acting: Safe, Read-Only Explorationin Claude Code for People Who Do Not Ship Code · 3 lessonsai-for-data-analystsclaude-coderesponsible-aiquickfoundational
- Module 4Running Scripts and Approving Changesin Claude Code for People Who Do Not Ship Code · 5 lessonsai-for-data-analystsclaude-codeworkflowsquickfoundational
- Module 1Why LLM Outputs Break: Understanding Prompt Driftin Evaluating LLM Output Quality · 3 lessonsai-for-engineersai-for-product-managersai-for-data-analystsprompt-engineeringai-evalsquickfoundational
- Module 2Structured Output as a Contractin Evaluating LLM Output Quality · 3 lessonsai-for-engineersai-for-data-analystsprompt-engineeringai-evalsquickfoundational
- Module 3Corrective Retries: Recovering from Validation Failuresin Evaluating LLM Output Quality · 3 lessonsai-for-engineersai-for-data-analystsprompt-engineeringai-evalsworkflowsquickintermediate
- Module 4Measuring What Matters: Evaluation Metricsin Evaluating LLM Output Quality · 4 lessonsai-for-engineersai-for-product-managersai-for-data-analystsprompt-engineeringai-evalsquickintermediate
- Module 5Putting It Together: A Production-Ready Evaluation Pipelinein Evaluating LLM Output Quality · 3 lessonsai-for-engineersai-for-product-managersai-for-data-analystsprompt-engineeringai-evalsworkflowsquickadvanced
- Module 1Start Herein How to Tell If Your AI Is Any Good · 1 lessonai-for-leadersai-evalsquickfoundational
- Module 2Reading the Benchmark Landscapein How to Tell If Your AI Is Any Good · 3 lessonsai-for-leadersai-evalsquickfoundational
- Module 3From Score to Production Signalin How to Tell If Your AI Is Any Good · 3 lessonsai-for-leadersai-evalsquickfoundational
- Module 4Interrogating the Vendorin How to Tell If Your AI Is Any Good · 4 lessonsai-for-leadersai-evalsquickfoundational
- Module 2LLM Evaluation (Evals): Building Rigorous Testing Pipelinesin LLM Guardrails, Evals and Agentic Memory · 4 lessonsai-for-engineersai-for-data-analystscontext-ragai-evalsquickintermediate
- Module 3Agentic Memory — Part 1: Short-Term Memory Patternsin LLM Guardrails, Evals and Agentic Memory · 4 lessonsai-for-engineersai-for-foundersagentic-aiworkflowsquickintermediate
- Module 4Agentic Memory — Part 2: Long-Term and Production Memory Architecturesin LLM Guardrails, Evals and Agentic Memory · 4 lessonsai-for-engineersai-for-foundersagentic-aicontext-ragquickadvanced
- Module 5AgentOps: Deploying and Scaling Autonomous AI Systemsin LLM Guardrails, Evals and Agentic Memory · 4 lessonsai-for-engineersai-for-product-managersai-for-foundersagentic-airesponsible-aiworkflowsquickadvanced
- Module 1Start Herein MCP in Plain English: Why It Changes Your Tool Stack · 1 lessonai-for-foundersmcp-integrationsquickfoundational
- Module 2Understanding MCPin MCP in Plain English: Why It Changes Your Tool Stack · 4 lessonsai-for-foundersmcp-integrationsquickfoundational
- Module 3Deciding Whether MCP Is Right for Youin MCP in Plain English: Why It Changes Your Tool Stack · 5 lessonsai-for-foundersmcp-integrationsquickfoundational
- Module 1Start Herein Prompt Patterns for Product Discovery · 1 lessonai-for-product-managersprompt-engineeringquickintermediate
- Module 2Foundations: Why Discovery Needs Its Own Prompt Patternsin Prompt Patterns for Product Discovery · 3 lessonsai-for-product-managersprompt-engineeringquickfoundational
- Module 3Synthesis and Hypothesis Generationin Prompt Patterns for Product Discovery · 4 lessonsai-for-product-managersprompt-engineeringworkflowsquickintermediate
- Module 4Evaluating AI-Generated Personasin Prompt Patterns for Product Discovery · 3 lessonsai-for-product-managersprompt-engineeringai-evalsresponsible-aiquickintermediate
- Module 5From Tickets to Prioritized Opportunitiesin Prompt Patterns for Product Discovery · 3 lessonsai-for-product-managersprompt-engineeringworkflowsquickintermediate
- Module 6Iterating and Assembling Your Prompt Libraryin Prompt Patterns for Product Discovery · 5 lessonsai-for-product-managersprompt-engineeringworkflowsquickintermediate
- Module 1Start Herein Prompting That Ships: One-Pass Marketing Copy · 1 lessonai-for-marketersprompt-engineeringquickfoundational
- Module 2Why One-Pass Prompting Is Its Own Skillin Prompting That Ships: One-Pass Marketing Copy · 2 lessonsai-for-marketersprompt-engineeringresponsible-aiquickfoundational
- Module 3Structuring the Promptin Prompting That Ships: One-Pass Marketing Copy · 3 lessonsai-for-marketersprompt-engineeringquickfoundational
- Module 4Brand Voice Calibration and Diagnosisin Prompting That Ships: One-Pass Marketing Copy · 3 lessonsai-for-marketersprompt-engineeringresponsible-aiquickfoundational
- Module 5Variants and the Pre-Submission Quality Gatein Prompting That Ships: One-Pass Marketing Copy · 5 lessonsai-for-marketersprompt-engineeringworkflowsquickfoundational
- Module 1SEO Fundamentals & Why It Still Matters in 2026in The Complete SEO & AI SEO Course for 2026 · 3 lessonsai-for-product-managersai-for-marketersai-for-foundersprompt-engineeringworkflowsquickfoundational
- Module 2Keyword Research & Strategyin The Complete SEO & AI SEO Course for 2026 · 4 lessonsai-for-marketersai-for-data-analystsai-for-foundersprompt-engineeringworkflowsquickfoundational
- Module 3Content Creation That Ranksin The Complete SEO & AI SEO Course for 2026 · 3 lessonsai-for-designersai-for-marketersai-for-foundersprompt-engineeringworkflowsquickintermediate
- Module 4On-Page SEO & Technical SEOin The Complete SEO & AI SEO Course for 2026 · 3 lessonsai-for-engineersai-for-marketersai-for-foundersprompt-engineeringworkflowsquickintermediate
- Module 5Link Building & Authorityin The Complete SEO & AI SEO Course for 2026 · 3 lessonsai-for-marketersai-for-founderscontext-ragworkflowsquickintermediate
- Module 6AI Search Optimization & Your 30-Day Action Planin The Complete SEO & AI SEO Course for 2026 · 5 lessonsai-for-product-managersai-for-marketersai-for-foundersagentic-airesponsible-aiworkflowsquickintermediate
- Module 7Start Herein The Complete SEO & AI SEO Course for 2026 · 1 lessonai-for-product-managersai-for-marketersai-for-foundersworkflowsquickintermediate
- Module 1Start Herein What an Agent Actually Is (and What It Cannot Do) · 1 lessonai-for-product-managersai-for-leadersai-for-foundersagentic-aiquickfoundational
- Module 2Defining the Agentin What an Agent Actually Is (and What It Cannot Do) · 2 lessonsai-for-product-managersai-for-leadersai-for-foundersagentic-airesponsible-aiquickfoundational
- Module 3How Agents Fail in Productionin What an Agent Actually Is (and What It Cannot Do) · 4 lessonsai-for-product-managersai-for-leadersai-for-foundersagentic-aiai-evalsresponsible-aiquickfoundational
- Module 4Reading Through Vendor Claimsin What an Agent Actually Is (and What It Cannot Do) · 3 lessonsai-for-product-managersai-for-leadersai-for-foundersagentic-airesponsible-aiworkflowsquickfoundational
- Module 5Deciding and Questioningin What an Agent Actually Is (and What It Cannot Do) · 5 lessonsai-for-product-managersai-for-leadersai-for-foundersagentic-airesponsible-aiworkflowsquickfoundational
- Module 1Start Herein Why Your AI Forgets: Context Windows Explained · 1 lessonai-for-product-managerscontext-ragquickfoundational
- Module 2Context Windows: What They Are and How to Size Themin Why Your AI Forgets: Context Windows Explained · 4 lessonsai-for-product-managerscontext-ragquickfoundational
- Module 3Diagnosing and Designing Around Context Limitsin Why Your AI Forgets: Context Windows Explained · 5 lessonsai-for-product-managerscontext-ragquickfoundational