research: audit blur routing and specify kernel feasibility gates

test: evaluate bounded deblur and document quality rejection

feat: add isolated regional sharpening experiments and gates

fix: sharpen source detail before upscaling

perf: defer UI restoration loading and separate source blend

fix: preserve source detail and color during enhancement

feat(p3): complete automated Kaggle GPU 2-iteration verification gate

feat: package isolated two-step Kaggle GPU verification

feat: simplify dataset review with conservative experiment splits

feat: add resumable dataset review and frozen baseline gates

fix: restore pipeline correctness and gate training on verified data

fix(scheduler): patch BasicSR CosineAnnealingRestartLR out-of-bounds crash on resume

fix(pipeline): force zero distortion on pure quality, fix radio state sync, and extend training to 6000 iters

test(pipeline): modernize Phase 7 A/B model and preset verification suite

feat(universal): implement universal non-face image restoration, Real-ESRGAN multi-model engine, and compat shim

fix(realesrgan): patch torchvision functional_tensor import in basicsr degradations

feat(realesrgan): add Kaggle GPU super-resolution training pipeline and runner

feat: v3 ONNX support, ArcFace paths, CPU batch fix, kaggle runner, get_available_models UI

fix(dataset): robust synthetic fallbacks for dataset preparation

feat(v2.9.0): deliver Ultimate Glamour & Aesthetics Suite (crystal skin, glossy lips, doll-eye, golden hour)

fix: ensure basicsr/version.py is tracked and generated properly

fix: resolve dataset preparation pathing for Kaggle cloud training

feat: trigger automated Kaggle Cloud GPU Stage III training

fix: update Kaggle API payload structure and verified live deployment

feat: add automated Kaggle Cloud GPU training pipeline and runner

feat: deliver Razor-Sharp & Super-Clarity Engine (v2.8.0) with Laplacian multi-scale pyramid clarity, optical deblur, and crystal dehaze

feat: deliver Ultimate Studio Pro Suite (v2.7.0) with 400% zoom loupe, anti-glare matte skin, natural makeup palette, and 8K upscale

feat: deliver Next-Level Studio AI Features (v2.6.0) with iris catchlight glow, hair strand super-clarity, and 3D studio relighting

feat: deliver Studio AI Enhancement Suite (v2.5.0) with interactive split slider, dark circle concealer, cinematic film LUTs, and portrait bokeh

fix: comprehensive edge-case hardening, dynamic preset bindings, and model weight size validation

fix: resolve image upload decoding errors, fix EXIF orientation, and add Docker build pre-download weights

feat: add Studio Portrait Beauty Suite with teeth whitening, ocular catchlight sparkle, and auto tone glow balance

feat: add multi-image batch processing, HTML quality report card, live webcam beautifier, and chromatic aberration filter

feat: add video AI restoration, Studio Skin 2.0 bilateral synthesis, and multi-tab benchmark explorer UI

feat: complete end-to-end model benchmark evaluation, colab training notebook, and UI comparison GIF exporter

feat: enforce held-out benchmark workflow

feat: add model quality workflow gate

fix: align test_ab_ui_pipeline.py with single return value of process_image

fix: resolve Windows cp1252 terminal encoding in test_all.py with 100% pass rate

feat: add master system verification test suite test_all.py with 100% pass rate and exit code 0

feat: complete Phase 6 Stage II Transformer fine-tuning setup and verification with exit code 0

feat: verify Phase 7 A/B Model & Preset Pipeline with exit code 0

feat: verify Phase 4 Dataset Expansion & Game Character Mixing with exit code 0

docs: update handover.md and add dynamic fallback verification to quantize_onnx_static.py

fix: remove static quantization from Dockerfile build and add fail-safe ONNX loader

fix(hf): integrate Static INT8 ONNX build into Dockerfile and fix thread state guard in app.py

feat: implement static INT8 ONNX quantization tool & UI model engine selector

fix: resolve B11 (offline setuptools wheel build via base64 encoding and Dockerfile update) and finalize Task 11 bug fixes

fix: update download_weights.py to use stable github release urls

fix: resolve Hugging Face deployment crashes and dependency conflicts