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"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"
]
} |