AI Decision System
Replayable, offline-verifiable records for AI-assisted go/no-go decisions: experiment promotions, typed model answers and human-approved actions.
🐳 🐳 Ease your developer life with containerd and nerdctl🐳 🐳
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Multi-arch build images (Linux amd64/arm64/riscv64, a slim nginx webserver, Windows Server Core) plus the shared CI actions, reusable workflows, build/quality gates and agentic-loop tooling every Kataglyphis repo consumes.Read the full README ↗Prebuilt Linux and Windows Server Core images provide GCC, LLVM/Clang, Vulkan, MSVC,
media and inference libraries, nginx, and an arm64 artifact bundle. The composite
actions, reusable workflows, shell libraries and gates serve the family at @develop.
:latest for Linux: ONNX Runtime (+GenAI), OpenCV, FFmpeg, GStreamer, LiteRT, TVM, IREE (GenAI smoke contract; RISC-V cross tests).:winamd64, with MSVC, clang-cl, DirectML and HailoRT; :winarm64 is its arm64 bundle.:latest, CUDA and DeepStream in :latest-nvidia, MIGraphX in :latest-rocm.develop proofs finish before the latest queued push (CI triggers). Windows test result paths are created when needed, and interrupted job waits preserve real statuses (test reports).# use the image; its default CMD is a shell
nerdctl run -it --rm ghcr.io/kataglyphis/kataglyphis_beschleuniger:latest
git clone --recurse-submodules --branch develop https://github.com/Kataglyphis/ANTfrastructure.git
cd ANTfrastructure
bash linux/scripts/build-cross-chain.sh --target-arches amd64,arm64,riscv64 --log-dir ./logs/build-logs
.\windows\Build-Buildkit.ps1 # the Windows image, :winamd64 (non-admin shell; -Gpu for :winamd64-nvidia)
A fresh host starts at Linux Host Setup or Windows Host Setup.
From Ubuntu WSL2, run bash linux/scripts/wsl-quality.sh setup to install pinned tools, then bash linux/scripts/wsl-quality.sh check --jobs 4 to run Linux and PowerShell checks with bounded workers. Windows-only tests use native Windows PowerShell; script tests and coverage. Use bash linux/scripts/refactor-python.sh --root <checkout> --check to preview another repo's Python format debt, or --apply -- path/to/file.py to create a reviewable fix. Consumers call the reusable report, locked Ruff and ty, refactor, mutation and PowerShell workflows at @develop; quality tooling and adoption. Runtime heartbeat cleanup and plugin scan verdicts are regression-tested. Generated reports go in ignored logs/.
Registry ghcr.io/kataglyphis/kataglyphis_beschleuniger, one manifest per tag over every architecture of its variant
(AGENTS.md § Image and tag naming). Every tag, the accelerator matrix and the GPUs :latest-nvidia runs on: docs/overview.md.
| Tag | What |
|---|---|
:latest | Linux manifest over amd64, arm64 and riscv64; the Hailo runtime on amd64 and arm64 |
:latest-nvidia | CUDA, cuDNN and DeepStream 9.1, amd64 |
:latest-rocm | ROCm and MIGraphX, amd64 |
:winamd64 | Windows manifest (windows/amd64), CPU + DirectML; :winamd64-nvidia, :winamd64-rocm |
:winarm64 | Windows arm64 artifact bundle: a windows/amd64 image, never --platform windows/arm64 |
| I want to… | Read |
|---|---|
| Find a topic or build the docs locally | docs/INDEX.md · Locked docs setup |
| Wire a new project, pin one direct submodule to its remote default tip, or reuse build, installer, MSIX smoke, image-Python, discovery, reporting, process and test-fixture helpers | Adoption · Shared libraries · Synthetic test fixtures · Image defaults |
| Upgrade dependencies in one repo or every active, nonfork owned repo; the driver checks the latest Renovate CLI, updates direct submodules to remote default tips, and includes the required Torch/vision Git lookups in a scoped Python scan. Tracked security locks and wheel hashes move together | docs/dependency-updates.md |
| See what is published, how the chain is laid out, what is in it | docs/overview.md |
| Build and accept Linux images, including the pinned riscv64 Torch wheelhouse, and smoke-test Flutter web builds | Basics · Cross builds · · · · · |
This block is generated from the Dockerfiles and setup scripts by python3 docs/scripts/sync_versions.py --write.
| Target | Source-controlled defaults |
|---|---|
| Linux base image | Ubuntu 26.04, LLVM/Clang 23.1.3, GCC 16, CMake 4.4.4, Vulkan SDK 1.4.363.0 |
| Android layer | Android SDK 15859902, NDK 29.0.14206865, CMake 4.1.2 |
| Webserver image | Ubuntu 26.04 |
| Windows build image | Windows Server Core LTSC 2025, Visual Studio Build Tools 18, Vulkan SDK 1.4.363.0, GStreamer 1.29.2, CUDA 13.4.3, ONNX Runtime v1.31.0 |
Contribute by reusing shared repo and submodule functionality first; run make hooks and make preflight. See adoption rules, family rules and AGENTS.md § Validation. Licence: MIT, see LICENSE.
| Build the Windows image and arm64 bundle, or reuse guarded runtime DLL staging and container source selection | docs/windows-builds.md · Container root selection · docs/windows-build-lanes.md · docs/windows-cross-builds.md · Windows CI checkout modes · ROCm details |
| Look up an error message | docs/failure-modes.md |
| Run quality lanes by hand or see their triggers | docs/ci-build-triggers.md |
| Check CI test reports, consumer quality wiring and script reuse across repos | Python report gate · Python CI artifact uploads · Windows Pester coverage for 15 modules · Shared PowerShell Gallery bootstrap · Shared Windows staging and source-copy fixtures · Consumer-to-hub Bash/PowerShell reuse · Weekly fleet reuse report · Consumer inventory |
| Check Windows PowerShell complexity | Scanner, limits and ignored report folder |
| Check package licences, icons and image contents | Licences and artifact checks · Flutter and Android icons · PE icon tests · SBOM |
| Serve LLMs on the family's reference server | linux/llm-stack/README.md |
| Run a coding agent on-device on a Snapdragon (GenieX) | docs/geniex-local-ai-setup.md |
| Rules for agents and contributors | AGENTS.md · docs/windows-build-invariants.md |
| Known work, and what changed | BACKLOG.md · CHANGELOG.md |