AI Lab

Six tools that work right now, with nothing to set up. Every algorithm here is written from scratch in assets/js/ai-engine.js and runs inside this tab — so there is no key to enter, nothing to upload, and nothing to wait for. Turn your internet off and they still work.

Being precise about the word “AI”. These are classical NLP and statistics — TF-IDF, PageRank, naive Bayes, a sentiment lexicon — not neural networks. That is the point: they are small enough to read, fast enough to run on every keystroke, and they are what the ML courses actually teach you to build.

Want the real thing?

These are the toy versions.

In client work we build the production equivalents: embeddings instead of TF-IDF, cross-encoder rerankers instead of cosine similarity, and an evaluation suite so you can prove the system still works after a model update.

What changes in production

TF-IDF + cosine→ embeddings + hybrid BM25
Top-k by score→ cross-encoder rerank
Lexicon sentiment→ fine-tuned classifier
Extractive summary→ LLM with citations
Eyeballing output→ an eval set in CI