deterministic AI Agent Skills

sentencepiece

21.8k

davila7

Language-independent tokenizer treating text as raw Unicode. Supports BPE and Unigram algorithms. Fast (50k sentences/sec), lightweight (6MB memory), deterministic vocabulary. Used by T5, ALBERT, XLNet, mBART. Train on raw text without pre-tokenization. Use when you need multilingual support, CJK languages, or reproducible tokenization.

Hermetic Test Patterns

71

PramodDutta

Building hermetic tests that are fully isolated from external dependencies using fakes, containers, and deterministic time/random sources.

Test Data Factory

71

PramodDutta

Build reusable test data factories with realistic fake data generation, relationship handling, and deterministic seeding for reproducible tests.

schema-factory

30

SimHacker

Build, lint, ingest, compose Drescher-style schemas