Build tiny models fast, minimize loss on FineWeb under limits.

#ai #research #deeplearning

Case differences break word counts, so lowercase everything first always.

#debugging #python #text

Save the dictionary as JSON, then load and update it always.

#json #python #tokens

Embeddings just pick a row, no extra math needed.

#ml #embeddings #indexing

Computer vision is math, but frameworks like PyTorch make it easier.

#computervision #pytorch #machinelearning

Short term memory is recent words, long term keeps earlier context.

#ai #memory #transformers

We need get, set, and delete, even if it looks weird.

#javascript #coding #webdev

Python stays my favorite for clean, concise machine learning code.

#python #rust #machinelearning

AI attackers are rising, so we need AI defenses now.

#security #ai #defense

Rust teaches hard lessons, then changes the rules on you.

#rust #coding #debugging