INTERLAB
RUEN
Discuss a project
Direction · 10

AI Development

LLM APIs, prompting, AI coding assistants, embeddings, RAG, tool calling, agents, evaluation and security.

16 materials

AI Fundamentals

✓LLMs: how language models work and what they can doFundamentals · Beginner · 9 min

LLM APIs

✓LLM APIs: a first request to Claude and OpenAITutorial · Beginner · 7 min · practice 1.5–3 h

Prompt Engineering

✓Prompt engineering: instructions, examples, output structureHow-to · Beginner · 7 min · practice 30–60 min

AI-Assisted Coding

✓AI assistants in development: Claude Code and Codex in practiceHow-to · Intermediate · 11 min · practice 30–60 min

Embeddings & Vector Databases

✓Embeddings and vector search with pgvectorTutorial · Intermediate · 11 min · practice 1.5–3 h

RAG

✓RAG: answers grounded in your documentsTutorial · Intermediate · 11 min · practice 3–6 h

Tool Calling

✓Tool calling: the model calls your functionsTutorial · Intermediate · 11 min · practice 1.5–3 h

AI Agents & Automation

✓AI agents: the loop, tools, boundaries and automationDeep dive · Advanced · 11 min

AI Evaluation

✓Evaluating LLM features: test sets and metricsHow-to · Advanced · 15 min · practice 1–2 h

AI Security

✓LLM application security: prompt injection and data leaksFundamentals · Intermediate · 12 min

Vibe Coding

✓Git in AI-assisted development: small steps, branches and rolling back an agentTutorial · Beginner · 11 min · practice 1.5–3 h✓Reviewing AI-written code: what to look at firstHow-to · Intermediate · 8 min · practice 1–2 h✓Data access in an AI-built MVP: roles, client-side keys and RLSTutorial · Intermediate · 8 min · practice 3–6 h✓Tests for generated code: pin down behaviour before you change itTutorial · Intermediate · 8 min · practice 1.5–3 h✓Architecture boundaries and migrations in an AI project: rules for the agentHow-to · Intermediate · 9 min · practice 1–2 h✓Releasing and handing over an AI-built MVP: what to prepareHow-to · Intermediate · 8 min · practice 1–2 h

Learning paths with this direction

AI integrations · 8 steps →Vibe coding: from prototype to product · 7 steps →
← All directions