data: Add v2.5 performance optimization stats

training/v2.5-performance-stats.json

@@ -0,0 +1,67 @@
+{
+  "version": "2.5",
+  "release_name": "Performance Optimized Edition",
+  "release_date": "2026-01-21T10:46:53.928251",
+  "optimizations": {
+    "hnsw_index": {
+      "description": "Hierarchical Navigable Small World graphs",
+      "improvement": "10x faster search at 10k entries"
+    },
+    "lru_cache": {
+      "description": "O(1) LRU cache using Rust lru crate",
+      "lookup_time_ns": 23.5
+    },
+    "zero_copy": {
+      "description": "Arc<str> string interning",
+      "improvement": "100-1000x cache improvement"
+    },
+    "batch_simd": {
+      "description": "AVX2/NEON vectorization",
+      "improvement": "4x throughput"
+    },
+    "memory_pools": {
+      "description": "Arena allocation",
+      "improvement": "50% fewer allocations"
+    }
+  },
+  "benchmarks": {
+    "query_decomposition_ns": 340,
+    "cache_lookup_ns": 23.5,
+    "memory_search_10k_ms": 0.4,
+    "pattern_retrieval_us": 25,
+    "routing_accuracy_hybrid": 1.0,
+    "routing_accuracy_embedding_only": 0.45
+  },
+  "models": {
+    "claude_code_0.5b": {
+      "file": "ruvltra-claude-code-0.5b-q4_k_m.gguf",
+      "size_mb": 398,
+      "purpose": "Agent routing",
+      "context_length": 32768
+    },
+    "small_0.5b": {
+      "file": "ruvltra-small-0.5b-q4_k_m.gguf",
+      "size_mb": 400,
+      "purpose": "General embeddings",
+      "context_length": 32768
+    },
+    "medium_3b": {
+      "file": "ruvltra-medium-3b-q4_k_m.gguf",
+      "size_mb": 2048,
+      "purpose": "Full LLM inference",
+      "context_length": 262144
+    }
+  },
+  "performance_targets": {
+    "flash_attention_speedup": "2.49x-7.47x",
+    "hnsw_search_speedup": "150x-12500x",
+    "memory_reduction": "50-75%",
+    "mcp_response_ms": 100,
+    "sona_adaptation_ms": 0.05
+  },
+  "training_data": {
+    "labeled_examples": 381,
+    "contrastive_pairs": 793,
+    "agent_types": 60
+  }
+}