Aft, a Python toolkit to study agent behavior
Behavioral field approximation via trajectory sampling; clever framing, limited adoption signals.
Open-source ML tools, libraries, and notebooks for the Nigerian ecosystem
Accurate diacritization and NER for Nigerian languages, CPU-only, 17MB total.
NLP researchers and developers building applications for West African language processing
Hugging Face Transformers (with multilingual models) · spaCy · NLTK
Behavioral field approximation via trajectory sampling; clever framing, limited adoption signals.
Classical NLP beats LLMs at knowing which words you don't know.
CPU-only VLM OCR beats Tesseract accuracy without sending data to the cloud.
Matches pyannote on accuracy, runs 8x faster on CPU, no signup—genuine infrastructure win.
Free-threaded Python beats async FastAPI +435% on CPU work—paradigm shift, not toy.
Pure Python interpreter with C FFI, but performance caps at Python speeds.