chore: drop logo assets the model card no longer references

fix(readme): render the card's images inline on the hub

docs: point the model card at the dataset's new namespace

docs: add the model card

build: add the container image and developer targets

test: pin the golden row, the request contract and naming hygiene

feat(server): expose scoring over http

feat(server): load one model and verify it against its manifest

feat(model): add the trained artifact and its fitted preprocessing state

chore: track model binaries with git lfs

feat(phiusiil): vendor the scoring path from the full application

chore: add licence, ignore rules and pinned dependencies