Drop blockquote (HF auto-adds CSS quotes around > markdown)

Prepend Conference-talk-demo disclaimer + reference links

Attach model card from MODEL_CARDS.md (LogReg Intent Classifier)

Drop blockquote banner (avoid curly-quote rendering on HF); add quant to heading

Use relative links for SECURITY + MODEL_LICENSES (work pre-public)

Replace starter README with full model card

Genericise conference reference (remove SDD 2026 / AI Goes Local)

Add conference-demo notice + base-model + license framing