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wally-architecture

RunanywhereAI/RCLI/.claude/skills/wally-architecture/SKILL.md

Where Wally logic belongs — command layering, proto as SOT, kit vs CLI ownership, Apple MLX host vs wally-cxx. Use when adding a command, moving inference logic, or deciding whether a bug is SDK or CLI.

Skill1.6k starsChanged 10 days ago
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What's in it

  1. Wally architecture
  2. Ownership
  3. Layering rules
  4. Command surface
  5. Apple MLX host
  6. Skills trees
---
name: wally-architecture
description: Where Wally logic belongs — command layering, proto as SOT, kit vs CLI ownership, Apple MLX host vs wally-cxx. Use when adding a command, moving inference logic, or deciding whether a bug is SDK or CLI.
---

# Wally architecture

Repo: `RunanywhereAI/wally`. Product CLI named `wally`. The application is a
Rust crate (`Cargo.toml`); it consumes a **packaged C++ desktop kit** via
CMake's `find_package(RunAnywhere)`. CMake stays the build entry and the owner
of the kit, and runs `cargo` for the application code. It does not
`add_subdirectory` or FetchContent the SDK, and it does not compile llama.cpp /
Sherpa / ONNX / MLX from source.

Product version (`project(wally VERSION …)` in `CMakeLists.txt`) is independent
of the SDK kit pin in `cmake/sdk-pin.cmake`.

## Ownership

```text
argv / flags / env
  -> src/commands/cmd_*.rs      thin: parse → bootstrap() → one rac_* → render
  -> C++ desktop kit            catalog, download, lifecycle, generate, serve
  -> engines (in the kit)       llama.cpp, Sherpa, ONNX, MLX (Apple host);
                                NeuRT / QHexRT only when the private overlay
                                was applied at configure time
```

The kit owns truth: models, backends, proto contracts, download, inference.
The CLI renders and interacts. If a command is composing a multi-step bootstrap,
hardcoding an engine name, or post-processing model output, that is a bug in the
SDK — fix it there, then consume a new kit (**wally-kit-pin**).

## Layering rules

- Command modules stay thin. Business rules do not live in command callbacks
  (`src/cli/mod.rs`'s CLI11-compatible builder), Swift, or the REPL.
- **Proto is the SOT.** `crate::io::proto::v1::*` (prost) is generated at build
  time straight from the kit's own `.proto` files (`build.rs`, via `protox`),
  after checking the kit's `SCHEMA_LOCK` hash against the pin in
  `versions.toml`. Wally never runs `protoc`, and nothing generated is
  committed. Parse `rac_*` byte buffers with `io::proto` into `v1::*`.
- No parallel hand-written enums for values that exist in `idl/*.proto`.
- Structured errors. Machine-readable codes from the ABI; human text on stderr.
  Results on stdout. `--json` prints exactly one document on stdout.
- Never log API keys, tokens, or Authorization headers.

`RunAnywhere::commons` applies `google=runanywhere_internal` when the kit was
built with namespace isolation. Never `find_package(Protobuf)` against Homebrew.

## Command surface

Dual grammar: spec namespaces (`llm generate`, `models download`) plus terminal
aliases (`run`, `pull`, `stt`). One `configure_*` wires both
(`src/commands/mod.rs`).

Do not reintroduce FetchContent of the SDK, a second inference backend tree, or
a retired MetalRT / hardcoded catalog.

## Apple MLX host

On Apple Silicon, `cmake --build` produces `build/wally` (Swift host wrapping
`wally_run_main`, the crate's exported entry point in `src/lib.rs`). Users
never run `wally-cxx`; that name exists only so CMake cannot overwrite the
product binary. Independent clones set `WALLY_SDK_SWIFT_PATH` to a
runanywhere-sdks checkout (CI does this). Nested `EXTERNAL/Wally` finds
`../../Package.swift` automatically. Disable with `-DWALLY_APPLE_MLX_HOST=OFF`
only for a fast loop that skips the Swift build.

NeuRT image gen is `#[cfg(wally_has_neurt)]` in `src/commands/cmd_image.rs`
(the `WALLY_HAS_NEURT` capability flag CMake writes to `wally-build.env`
becomes that `cfg` in `build.rs`), true only when the NeuRT overlay is
applied. Public bottles stay OSS.
`--engine qhexrt` / `qnn` / `npu` / `hexagon` map to
`INFERENCE_FRAMEWORK_QHEXRT`. Local HNPU trees are inferred from `v75`/`v79`/
`v81`, `context.bin`, or `*_HNPU` directory names.

## Skills trees

Canonical: `.claude/skills/`. Mirror: `.agents/skills/`. Edit canonical, then
`bash scripts/ci/check-agents-sync.sh --fix`. Never hand-edit the mirror.
`CLAUDE.md` is a symlink to `AGENTS.md`.

More agent context in RunanywhereAI/RCLI

12 other files this repository gives its agents.

AGENTS.md

CLAUDE.md

Skill

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