Token LabBuscar

IMPLEMENT → TEST → DEFEND

Three reproducible capstone projects

Complete local reference implementations, executable checks and honest limits. Node.js 18+; zero dependencies; deterministic inputs.

English project edition. Chinese is also available.

Causal attention & KV-cache correctness →

Implement stable softmax, causal attention and incremental caching; establish numerical invariants.

Evidence retrieval with a measured baseline →

Separate retrieval accuracy, answerable recall and correct abstention.

Delayed feedback and bounded control →

Simulate a point mass, inject one change at a time and measure tracking versus effort.