Update README with corrected claims, add competition writeup

Clarify Plan vs Advice to patient separation in prompt

Update letter format: separate Assessment/Plan/Advice, GP-reviewed structure, BLEU-optimized references

Persistent Audio Ready, clear instructions, CUDA recovery

Hide Letter Header and Sign-off section headings

Add Summary+PMH to section parser + preserve blank lines

Add blank line spacing between letter sections

Add summary paragraph + PMH section to letter prompt

Fix monkey-patch: find device arg by type not position

transformers>=4.52 + monkey-patch + CTC decode + real audio

Google transformers commit + manual CTC decode + revision pin

Add trust_remote_code=True to MedASR pipeline

Pin MedASR to Dec 22 revision + transformers==4.47.1

Use Google-recommended transformers commit for native LASR support

Fix: force CTC argmax decode + upgrade bitsandbytes

Monkey-patch LASR feature extractor arg mismatch

Bypass pipeline(): direct model+processor to fix arg mismatch

Fix MedASR: use return_timestamps=word for CTC

Fix MedASR: trust_remote_code + transformers>=4.52

Restore original working MedASR + pin transformers==4.47.1

Fix MedASR: use model.generate() + transformers 5.0 commit

Fix MedASR: try AutoProcessor first for native LASR support

Fix MedASR: patch feature extractor arg mismatch and use transformers>=4.52

Fix MedASR: use Wav2Vec2Processor with fallback chain

Fix MedASR: add trust_remote_code for custom processor

Restore all features from origin/fresh-main

Clarke: NHS clinical documentation system