For AI Engineers and Builders

Stop watching AI tutorials.
Start shipping AI systems.

AI engineering ideas with the full curriculum, build docs, and a traction guide so you can ship something real not just follow along.

50+ real AI ideas. No video lectures. No certificates. Just build.

Buildership
Search ideas...
All Ideas50
My Builds3
Domains
RAG & Knowledge
Agents
LLM Infra
Data & Features
Safety
Vector & Search
Difficulty
Foundational
Builder
Advanced

Idea Library

50+ ideas
RAG-001Builder

RAG orchestrator with self-healing retrieval

2 Weeks
AGT-002Builder

Stateful AI agent with reflective memory

2 Weeks
LLM-003Advanced

LLM serving layer with dynamic KV cache

1 Month
DAT-004Foundational

Real-time prediction drift detection

1 Week
SAF-005Builder

LLM safety evaluation framework

2 Weeks
VEC-006Builder

Vector database indexer with HNSW

2 Weeks
IdeasRAG & KnowledgeRAG-001
Builder2 Weeks
BriefCurriculumBuild DocsTractionResourcesShip Log

RAG orchestrator with self-healing retrieval logic

Production retrieval systems fail silently. Build an orchestrator that detects poor retrieval quality and reroutes queries using fallback strategies, before the user sees a bad answer.

What you will ship

A Python library: rag-orchestrator
Self-healing retrieval with confidence scoring
Fallback strategy chain (dense → sparse → web)
Query routing based on domain classifiers

Unlock the full Build Environment

Curriculum · Build Docs · Traction · Resources