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Learn AI through engineering, real-world projects, and production-grade tutorials. Built for senior software developers, AI engineers, and security researchers.
Latest Articles
Deep technical write-ups and implementation code written by systems engineers and researchers.
Prompt Engineering for Production Systems
Learn how to move from dynamic prompt templates to structured JSON outputs, deterministic evaluations, and automated prompt tuning libraries like DSPy.
Advanced RAG Architecture & Optimization
Understand how to implement Hybrid Search, Query Rewriting, Cohere Reranking, and Parent-Document Retrieval to optimize precision and recall in production.
High Performance LLM Inference with Rust
Ditch Python overhead. Learn how to write customized inference runtimes in Rust using HuggingFace's Candle, optimizing SIMD operations and memory layouts.
AI Red-Teaming: Defeating LLM Security Controls
An engineer's guide to prompt injections, indirect injections, state jailbreaking, and how to verify robustness against adversarial model manipulation.
Learning Roadmaps
Structured, sequential curricula designed to take you from a basic learner to a production system architect.
Featured Projects
Implement production pipelines and services yourself. Every project includes structured codebase layouts and test scripts.