| { | |
| "version": "2.3", | |
| "release_date": "2026-01-20", | |
| "sota_metrics": { | |
| "total_triplets": 1078, | |
| "hard_negative_ratio": 0.484, | |
| "embedding_accuracy": 0.882, | |
| "hard_negative_accuracy": 0.812, | |
| "hybrid_routing_accuracy": 1.0, | |
| "agent_types_supported": 13 | |
| }, | |
| "training_config": { | |
| "epochs": 30, | |
| "batch_size": 32, | |
| "learning_rate": 2e-05, | |
| "loss": "triplet + infonce", | |
| "margin": 0.5, | |
| "temperature": 0.07 | |
| }, | |
| "improvements": [ | |
| "500+ Claude-generated hard negatives (up from 100)", | |
| "48% hard negative ratio (up from 18%)", | |
| "Real Candle training with gradient updates", | |
| "GRPO feedback loop with Claude-as-judge", | |
| "GGUF adapter export for llama.cpp" | |
| ] | |
| } |