tokitai-operator 0.1.0

Verified DL kernel compiler: formally-checked GEMM, p-adic, sheaf, contract-carrying ops. Paper-artifact grade.
Documentation
# Device Memory Model

P182 introduces an explicit backend memory layer without moving storage
semantics into mathematical domains.

The core types are in `backend::memory`:

- `DeviceBuffer`: metadata for a value resident in a hardware target and memory
  space.
- `BufferLayout`: backend-facing storage layout derived from object metadata.
- `TransferPlan`: planned movement between buffers, including transfer direction,
  support status, semantic-preservation flag, and fallback reason.

The model is intentionally metadata-first. Existing `Tensor<T>` values remain
host-side Rust vectors, while `DeviceBuffer` describes how a tensor, p-adic
witness, or finite-site sheaf witness would be represented at the backend
boundary.

Supported memory spaces are:

- `Host`;
- `Device`;
- `Unified`;
- `PinnedHost`.

P182 does not implement GPU allocation, streams, asynchronous copies, or pinned
memory transfers. Host-to-device paths currently produce structured unsupported
transfer reasons. This is deliberate: later GPU work must declare memory support
instead of silently treating mathematical objects as ordinary dense tensors.

Each buffer may also carry an optional CPU-oracle fixture name from P181, so
future cross-backend tests can connect transfer metadata back to reference
semantics without changing domain ids, p-adic precision, or sheaf locality.