GitHub - WebWorldWide/FileID: AI based file identifying and tagging application

On-device AI file organization. macOS and Windows live, Linux soon.
Tag, dedupe, restructure, and rename tens of thousands of files — privately, on hardware you own.

Point FileID at a folder. It reads every file inside — images, video, PDFs, docs — and builds one searchable library that understands what's in them. Faces cluster into named cards. Duplicates group by perceptual hash. A local vision-language model writes captions and proposes filenames. Folder reorganization previews before anything moves on disk.

Build from source — Windows + macOS
- Windows — engine + WinUI 3 app
- macOS — engine + SwiftUI app
Repository layout — where things live
Architecture — two-binary IPC design, GPU acceleration, ML stack
Continuous integration — Windows + macOS workflows + privacy gate
Troubleshooting — common build / first-launch errors
Contributing — conventions + persistence files

Quickstart

One command, every platform. From the repo root, in any bash shell (Git Bash on Windows, Terminal on macOS, anything on Linux):

./build.sh -windows         # Windows: full fresh-install build + run
./build.sh -mac             # macOS:   build + launch
./build.sh -linux           # Linux:   Phase 5 (deferred — engine builds standalone today)

That's the only command you need to remember. Defaults pick a sensible "I want to see this run" path: it wipes any prior install, builds Release, drops a runnable copy at ~/Desktop/FileID/, and launches the app.

On Windows without a bash shell? build.sh is just a dispatcher — it shells out to a PowerShell script. Call that script directly from PowerShell (works in the built-in Windows PowerShell 5.1 and PowerShell 7):

# From the repo root. Equivalent to ./build.sh -windows
.\platforms\windows\build\build-all.ps1 -Wipe -Release -Desktop -Run

ℹ️ Use .\platforms\windows\build\build-all.ps1, not pwsh .... If you copied a pwsh command and got 'pwsh' is not recognized, you have Windows PowerShell 5.1 (no pwsh on PATH) — just drop the pwsh prefix and run the .ps1 directly as shown above, or winget install Microsoft.PowerShell to get PowerShell 7.

⚠️ ./build.sh -windows defaults to wiping your local install. It deletes %LOCALAPPDATA%\FileID\ — including any downloaded model weights (multi-GB) and your scan database. Pass --no-wipe to iterate without re-downloading.

If ./build.sh -windows is too aggressive (it wipes downloaded models — re-downloading is multi-GB), use --no-wipe:

./build.sh -windows --no-wipe       # iterate without re-downloading models
./build.sh -windows --no-run        # just build, don't launch
./build.sh -windows --debug         # debug build (faster cycle)
./build.sh --help                   # full flag list

Want a release installer? Once on Windows:

.\platforms\windows\build\publish-bundle.ps1 -SkipSign

Produces platforms\windows\dist\installer\FileIDSetup.exe — one downloadable file that auto-detects the user's CPU (x64 or ARM64) and installs the right build. Pass -Sign -Thumbprint <your-EV-cert-sha1> (no angle brackets) to produce a signed release.

Detailed instructions: Build from source.

Features

Tab	What it does
Library	FTS5 search over filenames + OCR. Semantic CLIP search ("a dog at the beach"). RAM++ auto-tags every image with specific labels. Thumbnail grid + preview sheet.
People	Face clusters from on-device SFace embeddings. Drag to merge. Name a cluster once and Deep Analyze captions use real names.
Cleanup	Duplicate groups by perceptual hash. Trashed files stay recoverable.
Deep Analyze	Local vision-language model (Qwen2.5-VL 7B · Gemma 3 · Mistral-Small-3.2) writes a caption + smart filename per image, PDF, video keyframe, or doc thumbnail.
Restructure	Folder reorganization with a Sankey flow diagram. Apply as shortcuts (reversible), then convert to real moves when you're happy.
Settings	Model downloads, GPU acceleration picker, engine info, logs, privacy.

Finder tags (macOS)

FileID writes real Finder tags — the system-wide tagNamesKey xattrs, not a private database — so they show up everywhere macOS shows tags: the Finder sidebar, Smart Folders, and Spotlight (tag:Vacation queries). Tagging is reversible: "Undo last tags" removes only the tags FileID added, never tags you applied yourself, and the tags survive even if FileID is uninstalled.

Platform status

macOS is the canonical reference and ships every tab end-to-end. The Windows port is feature-complete on the six tabs (Library / People / Cleanup / Deep Analyze / Restructure / Settings) and the first-run Welcome sheet — engine + IPC schema + scan pipeline + UI all wired. Release build is warning-free across both Rust and .NET; on-hardware GPU verification is ongoing. Database migrations v1–v12 are byte-faithful with macOS GRDB, so a library scanned on one platform opens on the other. Every default model is permissively licensed (Apache-2.0 / MIT) — the project is commercial-clean. Linux is deferred to Phase 5 — the Rust engine builds standalone today, but the UI port (Avalonia or GTK4) hasn't started. See shared/docs/SHIP.md for the per-phase breakdown.

First launch

On first launch the Welcome sheet offers to install the on-device models: RAM++ (~882 MB, the image auto-tagger), CLIP ViT-B/32 (~335 MB, semantic search), YuNet + SFace (~39 MB, face detection + clustering), and a VLM for Deep Analyze (Qwen2.5-VL 7B recommended). Every default model is permissively licensed (Apache-2.0 / MIT) and downloads directly from its upstream HuggingFace repo — FileID never redistributes weights. You can defer with "Skip for now" and install later from Settings → AI Models.

Install

End users (no source needed):

Platform	Download	Notes
Windows 10 22H2+ / 11 (x64 + ARM64)	`FileIDSetup.exe` (single download, auto-picks architecture)	Standard MSI install under `C:\Program Files\FileID\`. Start menu shortcut. Uninstall via Settings → Apps.
macOS 15+ (Apple Silicon)	`FileID.dmg`	Drag to Applications.

Unsigned/self-signed v0.1.0 release builds are available on the releases page — or compile your own via Build from source below.

Build from source

Build — Windows

One-time setup (~10 minutes if you don't have the toolchains):

Tool	Version	Install
Rust	1.90+	https://rustup.rs
.NET SDK	8 or 9	`winget install Microsoft.DotNet.SDK.8`
Visual Studio Build Tools 2022	17.x with UWP MSBuild component	`winget install Microsoft.VisualStudio.2022.BuildTools --override "--add Microsoft.VisualStudio.Component.UWP.MSBuild"`
(ARM64 cross-compile only)	MSVC ARM64 toolchain	`winget install Microsoft.VisualStudio.2022.BuildTools --override "--add Microsoft.VisualStudio.Component.VC.Tools.ARM64"`

PowerShell — either built-in Windows PowerShell 5.1 or PowerShell 7 (winget install Microsoft.PowerShell) works.

Dev build (the unified command):

./build.sh -windows

That maps to pwsh platforms\windows\build\build-all.ps1 -Wipe -Release -Desktop -Run and does, in order:

Wipe any prior FileID install — ~\Desktop\FileID\, %LOCALAPPDATA%\FileID\ (DB + models + logs), and build artifacts (target/, bin/, obj/, dist/). This is the fresh-install path; pass --no-wipe to iterate without losing downloaded models.
Probe toolchains; prints the exact winget install command if any are missing.
cargo build --release --target x86_64-pc-windows-msvc → FileIDEngine.exe.
dotnet publish FileID.App --self-contained → FileID.exe + companion DLLs.
Stage FileIDEngine.exe alongside FileID.exe.
Copy the publish folder to ~\Desktop\FileID\.
Launch FileID.exe.

Want to call the underlying PowerShell script directly? Equivalent:

.\platforms\windows\build\build-all.ps1 -Wipe -Run

Useful unified-script flags:

Flag	What it does
(default) `-windows`	Wipe + Release + Desktop staging + Run
`--no-wipe`	Skip the destructive wipe (preserves models + DB)
`--no-run`	Build only, don't launch
`--no-desktop`	Build but don't stage to Desktop
`--debug`	Debug build (faster iteration; needs .NET SDK on host to launch)
`--tests`	Run cargo + dotnet tests
`--arm64`	Cross-compile for Snapdragon WoA
`--vlm-native`	Build with native llama.cpp bindings (requires cmake)
`--sign`	Authenticode-sign every binary (needs `FILEID_EV_THUMBPRINT` env var)
`--help`	Full flag list

Underlying build-all.ps1 flags (use directly when you want finer control):

Flag	What it does
`-Wipe`	Full destructive wipe (Desktop + LocalAppData + build artifacts)
`-Wipe -PreserveModels`	Full wipe except downloaded model weights — DB + logs + settings + sentinels cleared, no multi-GB re-download
`-WipeDbOnly`	Lightest wipe — delete only `fileid.sqlite{,-wal,-shm}` for a fresh scan; keeps models, logs, settings, and build artifacts
`-Clean`	Wipe build artifacts only (cargo + dotnet + `dist/`; preserves all user data)
`-Desktop`	Stage to Desktop (implies `-Release`)
`-Run`	Launch the app after build
`-Release`	Release build (default for the unified script)
`-RunTests`	Run cargo + xUnit tests
`-SkipEngine`	Only rebuild the WinUI 3 app
`-SkipApp`	Only rebuild the Rust engine
`-Arm64`	Cross-compile for ARM64
`-VlmNative`	Native llama.cpp bindings
`-Sign -Thumbprint <hex>`	Authenticode-sign every binary

The three iteration commands you'll reach for most — run from the repo root in Windows Terminal. These assume PowerShell 7 (pwsh); on built-in Windows PowerShell 5.1 just drop the pwsh prefix and call .\platforms\windows\build\build-all.ps1 … directly. All three build Debug (engine + app) by default — add -Release for the slower self-contained build that ships, and -Run to launch the app when the build finishes.

# 1. Build clean — clear build artifacts (cargo clean + dotnet clean + dist/),
#    then a full from-scratch rebuild. Your library DB and downloaded models are
#    left untouched. Use when a build is behaving stale or after switching branches.
pwsh platforms\windows\build\build-all.ps1 -Clean

# 2. Build + database wipe, keep models — incremental rebuild, then delete ONLY
#    fileid.sqlite{,-wal,-shm} so the next launch re-scans and re-tags from scratch.
#    Downloaded models (and logs/settings) survive, so nothing re-downloads.
#    Close the app first: a running engine holds the SQLite file open.
pwsh platforms\windows\build\build-all.ps1 -WipeDbOnly

# 3. Just rebuild — fast incremental build of engine + app, no wipe of anything.
pwsh platforms\windows\build\build-all.ps1

Examples with the optional add-ons: ... -Clean -Run (clean rebuild then launch), ... -WipeDbOnly -Run (fresh scan then launch), ... -Run (rebuild then launch). Want the heavier "fresh install but don't re-download the multi-GB models" reset instead of just the DB? Use -Wipe -PreserveModels.

Release build (one downloadable installer for everyone):

# Local test build (no signing)
.\platforms\windows\build\publish-bundle.ps1 -SkipSign

# Signed release - paste your EV cert thumbprint, no angle brackets
.\platforms\windows\build\publish-bundle.ps1 -SignThumbprint A1B2C3D4E5F60718293A4B5C6D7E8F90A1B2C3D4

Produces under platforms\windows\dist\installer\:

Artifact	Audience
`FileIDSetup.exe`	End users — one download, auto-picks x64 vs ARM64 at install
`FileID-x64.msi`	IT admins (SCCM/Intune for x64 desktops/laptops)
`FileID-arm64.msi`	IT admins (Snapdragon WoA fleets)

The publish-bundle.ps1 script:

Cross-compiles the Rust engine for x64 + ARM64.
Publishes the WinUI 3 app for both architectures (self-contained .NET, ReadyToRun).
Stages the engine alongside the app in each publish dir.
Signs every binary (skip with -SkipSign).
Builds both per-arch MSIs via WiX v4.
Signs both MSIs.
Builds the WiX Burn bundle (FileIDSetup.exe with both MSIs embedded).
Re-signs the bundle (required because Burn re-attaches embedded MSIs at build time).
Smoke-checks artifact sizes + Authenticode signature validity.
Privacy gate: greps every shipped binary for telemetry strings. Zero hits required.

Pass -SkipArm64 for an x64-only release.

Build — macOS

./build.sh -mac

Or call the underlying script directly:

bash platforms/apple/run.sh

Either builds the engine + app and launches. See platforms/apple/CLAUDE.md for the macOS-specific dev guide. Pass ./build.sh -mac --tests to run swift test first.

Build — Linux

./build.sh -linux

Linux is deferred to Phase 5 — see shared/docs/SHIP.md. The Rust engine is cross-platform-clean and will build on Linux today; the blocker is the UI (WinUI 3 is Windows-only). Engine-only standalone build:

cd platforms/windows/src/engine && cargo build --release

The engine binary at target/release/fileid-engine is fully functional headless.

Repository layout

FileID/
├── platforms/
│   ├── apple/                  # macOS — SwiftUI / MLX / CoreML
│   ├── windows/                # Windows — WinUI 3 (.NET 8) + Rust engine
│   │   ├── src/
│   │   │   ├── FileID.App/         # WinUI 3 desktop app (C# + XAML)
│   │   │   ├── FileID.Theme/       # Reusable theme + motion primitives
│   │   │   ├── FileID.IpcSchema/   # Generated C# DTOs for the IPC contract
│   │   │   └── engine/             # Rust crate — DB + ML + scan pipeline
│   │   ├── installer/
│   │   │   ├── FileID.Msi/         # Per-arch WiX v4 MSI project
│   │   │   └── FileID.Bundle/      # WiX Burn bootstrapper bundle
│   │   ├── build/
│   │   │   ├── build-all.ps1       # Dev build (engine + app + run)
│   │   │   ├── publish-bundle.ps1  # Release build (sign + MSI + bundle)
│   │   │   └── build.ps1           # Engine-only Phase 0 build
│   │   └── Tests/                  # xUnit tests for the IPC schema
│   └── linux/                  # Phase 5 placeholder
├── shared/
│   ├── ipc-schema/             # Canonical IPC contract (JSON Schema)
│   ├── docs/                   # Architecture, decisions, models, privacy
│   ├── test-corpus/            # Cross-platform regression assertions
│   └── scripts/                # Shared helpers (model installers, etc.)
└── README.md                   # ← you are here

Architecture

Two binaries, one IPC contract

Every platform ships two processes that talk newline-delimited JSON over stdin/stdout:

App (native UI per platform — SwiftUI on macOS, WinUI 3 on Windows). Spawns the engine as a child process. Auto-respawns with bounded backoff (1s/4s/16s) on crash. Verifies the engine binary's signature before each spawn (Authenticode on Windows, codesign on macOS).
Engine (Rust on Windows, Swift on macOS). Owns the SQLite WAL database, scan pipeline, ML inference. Single writer; the app reads via a separate connection.

The IPC contract lives at shared/ipc-schema/ipc.schema.json — language-neutral JSON Schema, code-generated into Swift, Rust, and C# DTOs. Schema drift = build break.

Why two binaries? Crash isolation. A panic in the ML pipeline (corrupted ONNX file, GPU driver bug, OOM on a huge image) kills the engine, not the UI. The app surfaces a "engine restarted" pill in the sidebar and the user keeps going. Same architecture as VS Code's renderer/extension-host split.

GPU acceleration — every vendor

Out of the box, FileID picks the best path for the user's hardware:

Hardware	EP / backend	Performance Pack?
NVIDIA RTX	DirectML default; CUDA opt-in	NVIDIA CUDA Pack (~600 MB)
AMD	DirectML	—
Intel iGPU + Arc	DirectML default; OpenVINO opt-in	Intel OpenVINO Pack (~300 MB)
Snapdragon X Elite (WoA)	DirectML default; QNN NPU opt-in	Snapdragon NPU Pack (~150 MB)
Apple Silicon (macOS)	CoreML + ANE	—
CPU floor	AVX2/AVX-512 (x64) or NEON (arm64)	—

DirectML covers every Windows GPU vendor in one shipped backend. Performance Packs (Settings → Performance) are user-initiated downloads that swap in the vendor-native EP for a perf bump on detected hardware.

ML stack

All default weights are permissively licensed (Apache-2.0 / MIT). The Windows column is live; macOS is adopting the same stack (rows marked lockstep pending — see shared/docs/MODELS.md).

Capability	macOS	Windows
Image tagging	RAM++ (lockstep pending)	RAM++ Swin-L @384 (ONNX, Apache-2.0) — 4585-tag auto-tagger
Image embedding	CLIP ViT-B/32 (lockstep pending)	CLIP ViT-B/32 (ONNX, MIT) — 512-d, byte-compatible
Text embedding	OpenAI CLIP text	OpenAI CLIP text (ONNX) + BPE tokenizer port
Face detect	Vision (`VNDetectFaceRectangles`)	YuNet (ONNX, MIT)
Face embed	SFace (lockstep pending)	SFace (ONNX, Apache-2.0, DirectML/CUDA EP) — 128-d
OCR	`VNRecognizeText`	`Windows.Media.Ocr` (built-in WinRT)
VLM (Deep Analyze)	MLX (Qwen 7B · Gemma)	llama.cpp + GGUF — Qwen2.5-VL 7B · Gemma 3 · Mistral-Small-3.2
PDF	PDFKit	pdfium-render
Video frame	AVAssetImageGenerator	Media Foundation `IMFSourceReader`

Full mapping: shared/docs/ARCHITECTURE.md.

Continuous integration

Three GitHub Actions workflows run on every push + PR. All three must stay green.

Workflow	What it runs	Matrix
`windows-engine.yml`	`cargo fmt`, `clippy --all-targets -D warnings`, `cargo deny` (license + advisory), source-URL allowlist scan, `cargo build --release`, `cargo test`, startup smoke (engine emits `ready` + executes a `verifyCudaPack` reprobe), telemetry-string privacy gate	x64 (`windows-latest`) · arm64-native (`windows-11-arm`) · arm64-cross
`windows-app.yml`	NuGet restore (locked), `dotnet build` Debug + Release for the WinUI 3 app, IpcSchema xUnit tests	x64 + arm64 (`windows-latest`)
`macos.yml`	SwiftPM resolve + cache, `swift build -c release` for engine + app, `swift test` (Shared + Engine tests), binary smoke, telemetry-string privacy gate	`macos-15`

The privacy gate in the engine + macOS workflows scans every shipped binary for telemetry-SDK URLs (Sentry, Datadog, Firebase, Crashpad, Breakpad, and ~20 others). Zero hits required to ship — same gate publish-bundle.ps1 enforces locally.

State directories

User data lives outside the install dir so an uninstall doesn't wipe it. Use Settings → Advanced → "Wipe local state" when you want a fresh start.

Path (Windows)	Path (macOS)	Contents
`%LOCALAPPDATA%\FileID\fileid.sqlite`	`~/Library/Application Support/FileID/fileid.sqlite`	Main library DB (WAL mode)
`%LOCALAPPDATA%\FileID\logs\`	`~/Library/Logs/FileID/`	Engine + app logs (local-only, daily rotation)
`%LOCALAPPDATA%\FileID\Models\`	`~/Library/Application Support/FileID/Models/`	ONNX/CoreML weights
`%LOCALAPPDATA%\FileID\Models\HuggingFace\`	same parent	VLM weights (Qwen, Gemma, MiniCPM-V)
`%LOCALAPPDATA%\FileID\thumbs.cache\`	same parent	Thumbnail cache
`%LOCALAPPDATA%\FileID\face_crops\`	same parent	Face crop JPEGs for People view
`%LOCALAPPDATA%\FileID\settings.json`	same parent	Per-user settings (GPU EP override, etc.)

Troubleshooting

Windows — build / run errors

Symptom	Fix
`pwsh: command not found`	You have Windows PowerShell 5.1, not PowerShell 7. Either drop the `pwsh` prefix (`.\platforms\windows\build\build-all.ps1 ...`) or `winget install Microsoft.PowerShell`.
`The '<' operator is reserved for future use`	You typed a literal `<placeholder>` from a code block. PowerShell parses `<` as redirection. Strip the angle brackets, pass the value directly.
`cargo: command not found`	Install Rust: https://rustup.rs
`dotnet SDK not found`	`winget install Microsoft.DotNet.SDK.8`
`Microsoft.Build.Packaging.Pri.Tasks.dll missing`	VS Build Tools UWP component missing: `winget install Microsoft.VisualStudio.2022.BuildTools --override "--add Microsoft.VisualStudio.Component.UWP.MSBuild"`
ARM64 cross-compile fails: `cl.exe not found`	`winget install Microsoft.VisualStudio.2022.BuildTools --override "--add Microsoft.VisualStudio.Component.VC.Tools.ARM64"`, or pass `-SkipArm64`.
App launches but says "side-by-side configuration is incorrect"	Check `Get-WinEvent -LogName Application \| Where ProviderName -eq SideBySide` for the actual missing assembly / unsupported manifest setting. Common causes: (a) `app.manifest` declares a setting in an XML namespace the OS doesn't know (e.g. `2024/WindowsSettings` is invalid; use `2020/WindowsSettings`); (b) `Bootstrap.TryInitialize`'s major.minor in `Program.cs` doesn't match the WinAppSDK package version in `Directory.Packages.props`.
App launches then immediately exits with `Microsoft.UI.Xaml.dll` faulting at `0xC000027B`	The main app's `FileID.pri` is missing from the publish folder. `dotnet publish` strips it on .NET 8 + WinAppSDK 1.7+. The `CopyPriFilesToPublish` MSBuild target in `FileID.App.csproj` fixes this — verify with `dir "%LOCALAPPDATA%\FileID-App\FileID.pri"`.
App launches then exits with `CoreMessagingXP.dll` fault after activation	Win2D's `CanvasAnimatedControl` is incompatible with the OS build. LavaLamp uses one; if you re-enable it on Windows 11 26200+ you'll see this. Stays disabled until LavaLamp is rewritten on `Microsoft.UI.Composition`.
App launches but engine pill stays "Starting…"	`FileIDEngine.exe` isn't beside `FileID.exe`. The build script copies it automatically — verify with `dir "%LOCALAPPDATA%\FileID-App\FileIDEngine.exe"`.
WinAppSDK runtime missing at app launch	Self-contained publish bundles it — but for non-self-contained Debug builds, install the runtime once: `winget install Microsoft.WindowsAppRuntime.1.7` (pinned in `Directory.Packages.props`).
Welcome sheet shows "Failed: Couldn't download <model>.onnx: HTTP 404"	An upstream HuggingFace repo was reorganized after the URL was wired. Check `shared/docs/STATE.md` for the most recent URL-refresh entry; the canonical paths live in `platforms/windows/src/engine/src/models/registry.rs` and `shared/docs/MODELS.md`. Update + rebuild the engine, restage `FileIDEngine.exe` beside `FileID.exe`, click Retry.

macOS

See platforms/apple/CLAUDE.md.

Contributing

Conventions per platform live in platforms/<platform>/CLAUDE.md:

Windows: platforms/windows/CLAUDE.md
macOS: platforms/apple/CLAUDE.md

Cross-platform principles live in the root CLAUDE.md.

Persistence files the team updates over time:

shared/docs/STATE.md — cross-platform session log
shared/docs/NEXT.md — next-session priorities + acceptance criteria
shared/docs/DECISIONS.md — append-only rationale for non-obvious calls
shared/docs/SHIP.md — v1.0 release-readiness inventory

License

Apache-2.0 — see LICENSE. Every default model weight is permissively licensed (Apache-2.0 / MIT), so the project is free to be open-sourced and commercialized — no non-commercial weights in the shipped feature set. FileID downloads model weights at runtime and never redistributes them; they remain governed by their upstream licenses.

_{Made with Claude.}

Name		Name	Last commit message	Last commit date
.github		.github
.serena		.serena
artifacts/windows-adversarial-audit-2026-07-29		artifacts/windows-adversarial-audit-2026-07-29
packaging		packaging
platforms		platforms
scripts		scripts
shared		shared
tools/git-hooks		tools/git-hooks
website		website
.gitattributes		.gitattributes
.gitignore		.gitignore
AGENTS.md		AGENTS.md
CHANGELOG.md		CHANGELOG.md
CLAUDE.md		CLAUDE.md
CONTRIBUTING.md		CONTRIBUTING.md
LICENSE		LICENSE
README.md		README.md
SECURITY.md		SECURITY.md
build.sh		build.sh
rust-toolchain.toml		rust-toolchain.toml

Navigation Menu

Uh oh!

Repository files navigation

Contents

Quickstart

Features

Finder tags (macOS)

Platform status

First launch

Install

Build from source

Build — Windows

Build — macOS

Build — Linux

Repository layout

Architecture

Two binaries, one IPC contract

GPU acceleration — every vendor

ML stack

Continuous integration

State directories

Troubleshooting

Windows — build / run errors

macOS

Contributing

License

About

Releases

Packages

Contributors

Languages

Uh oh!

Latest commit

History

Folders and files

Repository files navigation

Contents

Quickstart

Features

Finder tags (macOS)

Platform status

First launch

Install

Build from source

Build — Windows

Build — macOS

Build — Linux

Repository layout

Architecture

Two binaries, one IPC contract

GPU acceleration — every vendor

ML stack

Continuous integration

State directories

Troubleshooting

Windows — build / run errors

macOS

Contributing

License

About

Resources

Contributing

Security policy

Stars

Watchers

Forks

Releases

Packages

Contributors

Languages