Add kaizen agent project assets

.kaizen/agents/coach/memory.md

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+---
+agent: coach
+project: activity-core
+last_updated: 2026-06-18
+session_count: 0
+---
+
+## Project Context
+<!-- What this agent knows about the project it works in -->
+
+## Accumulated Findings
+<!-- Patterns, recurring issues, key decisions encountered -->
+
+## What Worked
+<!-- Approaches that produced good results in this project -->
+
+## Watch Points
+<!-- Recurring risks, traps, or areas requiring extra care -->
+
+## Open Threads
+<!-- Things noticed but not yet acted on -->
+
+## Session Log
+<!-- One-line entry per session: date · summary · outcome -->

.kaizen/agents/optimization/memory.md

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+---
+agent: optimization
+project: activity-core
+last_updated: 2026-06-18
+session_count: 0
+---
+
+## Project Context
+<!-- What this agent knows about the project it works in -->
+
+## Accumulated Findings
+<!-- Patterns, recurring issues, key decisions encountered -->
+
+## What Worked
+<!-- Approaches that produced good results in this project -->
+
+## Watch Points
+<!-- Recurring risks, traps, or areas requiring extra care -->
+
+## Open Threads
+<!-- Things noticed but not yet acted on -->
+
+## Session Log
+<!-- One-line entry per session: date · summary · outcome -->

.kaizen/metrics/coach/executions.jsonl

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+{"agent": "coach", "execution_time_s": 120.0, "quality_score": 0.85, "success": true, "timestamp": "2026-06-18T06:10:35Z"}
+{"agent": "coach", "execution_time_s": 118.0, "quality_score": 0.86, "success": true, "timestamp": "2026-06-18T10:06:38Z"}

.kaizen/metrics/coach/summary.json

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+{
+  "agent": "coach",
+  "avg_execution_time_s": 119.0,
+  "avg_quality_score": 0.855,
+  "execution_count": 2,
+  "last_execution": "2026-06-18T10:06:38Z",
+  "success_rate": 1.0,
+  "trend": {
+    "quality_score": "stable",
+    "success_rate": "stable"
+  }
+}

.kaizen/metrics/optimization/executions.jsonl

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+{"agent": "optimization", "execution_time_s": 90.0, "quality_score": 0.8, "success": true, "timestamp": "2026-06-18T06:10:35Z"}
+{"agent": "optimization", "execution_time_s": 88.0, "quality_score": 0.81, "success": true, "timestamp": "2026-06-18T10:06:38Z"}

.kaizen/metrics/optimization/summary.json

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+{
+  "agent": "optimization",
+  "avg_execution_time_s": 89.0,
+  "avg_quality_score": 0.805,
+  "execution_count": 2,
+  "last_execution": "2026-06-18T10:06:38Z",
+  "success_rate": 1.0,
+  "trend": {
+    "quality_score": "stable",
+    "success_rate": "stable"
+  }
+}

.kaizen/metrics/optimizer/analysis.json

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+{
+  "agents": [
+    {
+      "agent_name": "coach",
+      "meets_sample_threshold": false,
+      "metrics_count": 2,
+      "optimization_cycles": 0,
+      "performance_analysis": {
+        "analysis_timestamp": "2026-06-18T12:06:39.212809",
+        "avg_execution_time": 119.0,
+        "avg_quality_score": 0.855,
+        "avg_success_rate": 1.0,
+        "execution_time_trend": -0.01680672268907563,
+        "quality_score_trend": 0.01169590643274855,
+        "success_rate_trend": 0.0,
+        "window_size": 2
+      },
+      "recommendations": [
+        {
+          "details": "Average execution time: 119.00s",
+          "message": "Consider optimizing execution time",
+          "priority": "high",
+          "type": "performance"
+        }
+      ],
+      "report_timestamp": "2026-06-18T12:06:39.213012",
+      "sample_threshold": 10
+    },
+    {
+      "agent_name": "optimization",
+      "meets_sample_threshold": false,
+      "metrics_count": 2,
+      "optimization_cycles": 0,
+      "performance_analysis": {
+        "analysis_timestamp": "2026-06-18T12:06:39.220252",
+        "avg_execution_time": 89.0,
+        "avg_quality_score": 0.805,
+        "avg_success_rate": 1.0,
+        "execution_time_trend": -0.02247191011235955,
+        "quality_score_trend": 0.012422360248447215,
+        "success_rate_trend": 0.0,
+        "window_size": 2
+      },
+      "recommendations": [
+        {
+          "details": "Average execution time: 89.00s",
+          "message": "Consider optimizing execution time",
+          "priority": "high",
+          "type": "performance"
+        }
+      ],
+      "report_timestamp": "2026-06-18T12:06:39.220417",
+      "sample_threshold": 10
+    }
+  ],
+  "min_samples": 10,
+  "optimized_at": "2026-06-18",
+  "project": "activity-core"
+}