sync: all fixes - training narrative, eval params, baseline options, video URL

feat: local Titan (base model, adapter off) - src/demo/model_loader.py

fix: two-step adapter loading + Nemotron v2 (4/10) - src/demo/model_loader.py

fix: center layout, dark body bg, model switching eviction - src/demo/model_loader.py

feat: multi-model support (Gemma + Nemotron) - src/demo/model_loader.py

fix: update src/demo/model_loader.py

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