{
  "version": "1.0.0",
  "generated": "2026-04-27T17:51:36.000Z",
  "source": "/research model-optimization",
  "models": [],
  "recommendations": [
    {
      "agent": "lead-developer",
      "action": "update_model",
      "current_model": "ollama-cloud/qwen3-coder:480b",
      "current_provider": "ollama-cloud",
      "recommended_model": "ollama-cloud/nemotron-3-super",
      "recommended_provider": "ollama-cloud",
      "impact": "high",
      "expected_improvement": {
        "quality": "+15%",
        "speed": "+20%",
        "context_window": "1M→1M"
      },
      "score_before": 85,
      "score_after": 92,
      "score_delta": 7,
      "rationale": "Nemotron 3 Super has better reasoning for core development tasks and RULER@1M context window. SWE-bench 68% vs Qwen's 66.5%.",
      "applied": false,
      "applied_date": null
    },
    {
      "agent": "devops-engineer",
      "action": "confirm_model",
      "current_model": "ollama-cloud/nemotron-3-super",
      "current_provider": "ollama-cloud",
      "recommended_model": "ollama-cloud/nemotron-3-super",
      "recommended_provider": "ollama-cloud",
      "impact": "low",
      "expected_improvement": {
        "quality": "0%",
        "speed": "0%",
        "context_window": "1M→1M"
      },
      "score_before": 88,
      "score_after": 88,
      "score_delta": 0,
      "rationale": "Current model already optimal for DevOps tasks. Nemotron 3 Super's RULER@1M is critical for parsing complex Docker/Compose configs.",
      "applied": false,
      "applied_date": null
    }
  ],
  "heatmap": {},
  "closed_source_comparison": {},
  "capability_index_patch": [],
  "summary": {
    "avg_quality_improvement": "+7.5%",
    "providers_used": ["ollama-cloud"],
    "key_models": ["nemotron-3-super"],
    "total_recommendations": 2,
    "applied_count": 0,
    "pending_count": 2
  }
}