The Ultimate Step-By-Step LLM Engineering Projects Roadmap (2026 Edition) – Build a tokenizer
– Learn embeddings
– Implement RoPE / ALiBi
– Hand-wire attention
– Build MHA
– Build a Transformer block
– Train a mini-former
– Compare objectives
– Build sampling
– Speculative

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