Update README.md

Add INT8 W8A8 support: 1.88x ANE throughput via quantize/dequantize MIL ops

Multi-model dashboard with GQA, W&B integration, and best-loss checkpointing

Add Qwen3-0.6B GQA support and multi-model build system

Fixed the dynamic pipeline logit generation

Fix dashboard text generation: add KV cache for proper autoregressive attention

Use ACCELERATE_NEW_LAPACK to fix deprecated cblas warnings

Add --data flag to pass training data path from dashboard to binary

Add tokenizer via git-lfs, fix dashboard tokenizer path

Fix backward pass: global loss scaling, weight transpose, AdamW, activation clipping

Add model config to benchmark report, update README with current results

Add NE core counts, clarify FP16 vs rated TOPS methodology

Add cross-generation ANE benchmark report from issue #3

Replace assert() with non-fatal bounds checks on token IDs

Merge pull request #31 from alvgeppetto-debug/fix/safety-correctness