willuri

Natural language to specialized process URI router powered by domain-specific lightweight LLMs.

Overview

In the Paxlet / Willman ecosystem, every capability is addressed by an explicit process URI (willman://operation/..., dockuri://...). willuri maps natural language user instructions or tickets from the board to specialized process URIs using small, fast, domain-targeted LLMs instead of a monolithic general-purpose model.

Specialized Domain Models

Usage

Python API

from willuri.router import UriRouter

router = UriRouter()
router.add_operation("willman://operation/text.normalize/v1", "Normalize whitespace")
router.add_operation("willman://operation/git.resolve_conflicts/v1", "Resolve git merge conflicts")

result = router.route("Rozwiąż konflikty git w repozytorium")
print(result["uri"])
# => "willman://operation/git.resolve_conflicts/v1"
print(result["model_used"])
# => "qwen2.5-coder:3b"

CLI

willuri classify "Popraw błąd w funkcji liczącej sumę"
willuri route "Znormalizuj odstępy w tekście 'Ala   ma   kota'"

Verification

python3 -m unittest discover -s tests -v