How quickly can behavior change? ICL works in 3-5 examples. Fine-tuning may have a phase transition: sub-threshold (0-10), transition zone (10-50), post-threshold (50-200), consolidation (200+). The dream loop is a multiplier: 5 real examples × 10 variations = 50 effective examples, potentially reaching the transition zone from one day's corrections. Prediction: one training session with today's listening reflex corrections + dream variations could measurably shift the behavior. |
||
|---|---|---|
| .. | ||
| checkpoint | ||
| research | ||
| apollo_mini.py | ||
| apollo_worker.py | ||
| DESIGN.md | ||
| export_weights.py | ||
| start_vllm_with_apollo.sh | ||
| train.py | ||
| training_example.py | ||
| vllm_export_hook.py | ||
| weight_mapping.py | ||