STRUCTURED KNOWLEDGE DIRECTORY

Learn every concept in sequence.

Each category moves from a first mental model to implementation and production use. Start anywhere and see what comes before and after.

AI Foundations

Start here

Understand

How computers and APIs work Python for AI What is machine learning?

Build with it

Build

JSON and structured data Databases Git and command line

Use it in production

Production

Testing fundamentals Authentication basics Reliable API design

Large Language Models

Start here

Understand

What is an LLM?Tokens and context windows How transformers use attention

Build with it

Build

Prompt design Structured outputs Multimodal models

Use it in production

Production

Model gateways Cost and latency Evaluation datasets

Retrieval-Augmented Generation

Start here

Understand

What is RAG?Embeddings explained Vector databases

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Build

Chunking strategies Hybrid retrieval Reranking

Use it in production

Production

RAG evaluation Citations Permission-aware retrieval

AI Agents

Start here

Understand

What is an AI agent?Agent versus chatbot Anatomy of an agent

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Build

Tool calling State and memory Agent loops

Use it in production

Production

Agent evaluation Guardrails Observability

Intelligent Automation

Start here

Understand

Triggers and webhooks Workflow anatomy APIs and tools

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Build

Queues and schedulers Human approval Error recovery

Use it in production

Production

Idempotency Monitoring workflows Business process safety

Fine-Tuning

Start here

Understand

When to fine-tune Dataset preparation Instruction tuning

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Build

LoRA and PEFT Synthetic data Evaluation sets

Use it in production

Production

Model serving Quantization Version control

AI Engineering

Start here

Understand

AI application architecture Streaming responses Frontend AI interfaces

Build with it

Build

File processing Caching Testing AI applications

Use it in production

Production

Deployment Scaling Security

LLMOps & Production

Start here

Understand

Tracing Prompt versioning Model gateways

Build with it

Build

Evaluation pipelines Monitoring Cost optimization

Use it in production

Production

Privacy and safety Incident response Reliability