feat(ai/sidecar): online SGD+EMA trainer with replay buffer (ADR-0781)

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.github/workflows/security-scans.yml on: push 1

.github/workflows/libvmaf-build-matrix.yml on: push 1

Go CI on: push 2

go vet + go test

Rule Enforcement — ADR-0100 / 0106 / 0108 on: pull_request

Deep-Dive Deliverables Checklist (ADR-0108)

Doc-Substance Gate (ADR-0100 / 0167)

docs/state.md Touch Gate (ADR-0165)

FFmpeg-Patches Surface Sync (CLAUDE.md §12 r14, ADR-0356)

ADR-Backfill Advisory (ADR-0106)

ADR Number Collision Guard (ADR-0386 / ADR-0628)

Docker Image Build on: pull_request

Docker Image Build

Sanitizers + Fuzz on: pull_request

Sanitizers — ASan + UBSan (PR gate)

Sanitizers — TSan (master push)

Fuzz — ${{ matrix.target }} (nightly)

Build — 1 per OS on: pull_request

matrix.name

Go CI on: pull_request 2

go vet + go test

Lint & Format — Pre-Commit / Clang-Tidy / Cppcheck / Python / Shell on: pull_request

Pre-Commit (Formatters + Basic Checks)

Clang-Tidy (Changed C/C++ Files)

Clang-Tidy SYCL (Changed Files, Advisory — Disabled)

Cppcheck (Whole Project)

Python Lint (Ruff + Black + isort + mypy)

Tiny-Model Registry Validate

Docs Build — mkdocs strict (PR gate)

ShellCheck + shfmt (All *.sh)

Tests & Quality Gates — Netflix Golden / Sanitizers / Tiny AI / Coverage on: pull_request

Netflix CPU Golden Tests (D24)

Vulkan VIF Cross-Backend (lavapipe, places=4)

GPU-Parity Matrix Gate (lavapipe, T6-8)

Vulkan VIF Cross-Backend (Arc A380, advisory)

Sanitizers — ASan + UBSan + MSan

Tiny AI (DNN Suite + ai/ Pytests)

MCP Smoke (Embedded C + Python Server)

Coverage Gate (Ramping to 70% / 85% Critical)

Coverage Gate — GPU Backends (Advisory)

Assertion Density (Power of 10 §5)

Cross-Backend ULP Diff (CPU Sanity)

Required Checks Aggregator on: pull_request 2

Required Checks Aggregator

FFmpeg Integration — Linux/macOS × gcc/clang + SYCL + Vulkan on: pull_request

matrix.name

FFmpeg — SYCL (Build Only)

FFmpeg — Vulkan (Build Only, lavapipe)

FFmpeg Integration — Linux/macOS × gcc/clang + SYCL + Vulkan on: pull_request 3

FFmpeg — Ubuntu gcc (Build Only)

FFmpeg — macOS clang (Build Only)

FFmpeg — SYCL (Build Only)

Tests & Quality Gates — Netflix Golden / Sanitizers / Tiny AI / Coverage on: pull_request 8

Netflix CPU Golden Tests (D24)

Sanitizers — ASan + UBSan + MSan (address)

Sanitizers — ASan + UBSan + MSan (undefined)

Sanitizers — ASan + UBSan + MSan (thread)

Tiny AI (DNN Suite + ai/ Pytests)

MCP Smoke (Embedded C + Python Server)

Coverage Gate (70% Overall / 90% Critical — ADR-0922)

Coverage Gate — GPU Backends (Advisory)

Assertion Density (Power of 10 §5)

Cross-Backend ULP Diff (CPU Sanity)

Perf regression gate (CPU wall-clock, ADR-0907)

Lint & Format — Pre-Commit / Clang-Tidy / Cppcheck / Python / Shell on: pull_request 6

Pre-Commit (Formatters + Basic Checks)

Clang-Tidy (Changed C/C++ Files)

Clang-Tidy SYCL (Changed Files, Advisory — Disabled)

Cppcheck (Whole Project)

Python Lint (Ruff + Black + isort + mypy)

Tiny-Model Registry Validate

Docs Build — mkdocs strict (PR gate)

Markdown lint (markdownlint-cli2)

ShellCheck + shfmt (All *.sh)

Build — 1 per OS on: pull_request 4

Build — Linux (GCC, all backends)

Build — macOS (Clang, CPU + Metal)

Build — Windows (MSVC + CUDA)

Required Checks Aggregator on: pull_request 1

feat(ai/sidecar): online SGD+EMA trainer with replay buffer (ADR-0781)

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