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AI/TLDR

SYSTEM 14/14 · THE FIELD GUIDE

Building AI Apps

From first chatbot to hired AI engineer — projects, stack choices, UX patterns, and career path.

4 TRACKS47 ARTICLESbeginner → intermediate

First Projects

Build something real this weekend — guided beginner projects.

AI Project IdeasBEGINNER Your First ChatbotBEGINNER Chat with Your PDFBEGINNER Adding AI to an Existing AppINTERMEDIATE Building a Semantic Search AppBEGINNER Building a Writing AssistantBEGINNER Building a Meeting Notes AppINTERMEDIATE StreamlitBEGINNER GradioBEGINNER Hugging Face SpacesBEGINNER Google ColabBEGINNER

The AI App Stack

Languages, deployment, storage — the boring decisions that matter.

The Modern AI App StackBEGINNER Managing Chat HistoryINTERMEDIATE Python vs TypeScriptBEGINNER Serverless vs Containers vs EdgeINTERMEDIATE Estimating AI App CostINTERMEDIATE Securing API KeysBEGINNER Feature Flags for AI FeaturesINTERMEDIATE DifyBEGINNER Vercel AI SDK ToolkitINTERMEDIATE FastAPIINTERMEDIATE Supabase + pgvectorINTERMEDIATE ModalINTERMEDIATE ReplicateINTERMEDIATE n8nBEGINNER LangflowBEGINNER

AI UX Patterns

Designing for latency, uncertainty, and the occasional confident lie.

AI UX PrinciplesBEGINNER Chatbot UX PatternsINTERMEDIATE Designing for LLM LatencyBEGINNER Citations & SourcesINTERMEDIATE Error State DesignINTERMEDIATE Generative UIINTERMEDIATE Human-in-the-Loop UXINTERMEDIATE Optimistic UI for AIINTERMEDIATE CopilotKitINTERMEDIATE assistant-uiINTERMEDIATE TamboINTERMEDIATE Thesys C1INTERMEDIATE

AI Engineering Career

Breaking into AI engineering without a PhD or a time machine.

The AI Engineer RoleBEGINNER Building a PortfolioINTERMEDIATE The RoadmapBEGINNER Math for AI EngineeringBEGINNER Interview PrepINTERMEDIATE AI Eng vs ML Eng vs Data SciINTERMEDIATE Side Project to ProductINTERMEDIATE First AI Job, No ExperienceBEGINNER AI Eng vs Prompt EngBEGINNER