v2.4: Ecosystem Edition - 2,545 triplets, 388 capabilities, 100% validation

README.md

@@ -66,7 +66,7 @@ widget:
   <img src="https://img.shields.io/badge/Embedding-88.2%25-green" alt="Embedding Accuracy">
   <img src="https://img.shields.io/badge/GGUF-Q4__K__M-blue" alt="GGUF">
   <img src="https://img.shields.io/badge/Latency-<10ms-orange" alt="Latency">
-  <img src="https://img.shields.io/badge/Agents-13-cyan" alt="Agent Types">
+  <img src="https://img.shields.io/badge/Capabilities-388-cyan" alt="Capabilities">
   <img src="https://img.shields.io/badge/License-Apache%202.0-green" alt="License">
 </p>
 
@@ -108,17 +108,25 @@ Using **hybrid keyword+embedding strategy** plus **contrastive fine-tuning**, Ru
 | Embedding Only | 88.2% | 40.0% | +48.2 pts |
 | **Keyword-First Hybrid** | **100.0%** | 95.0% | +5 pts |
 
-### Training Enhancements (v2.3)
+### Training Enhancements (v2.4 - Ecosystem Edition)
 
-- **1,078 training triplets** (578 base + 500 Claude-generated)
-- **48% hard negative ratio** for better discrimination (up from 18%)
+- **2,545 training triplets** (1,078 SOTA + 1,467 ecosystem)
+- **Full ecosystem coverage**: claude-flow, agentic-flow, ruvector
+- **388 total capabilities** across all tools
+- **62 validation tests** with 100% accuracy
 - **Claude Opus 4.5** used for generating confusing pairs
 - **Triplet + InfoNCE loss** for contrastive learning
 - **Real Candle training** with gradient-based weight updates
-- **GRPO feedback loop** using Claude as judge
-- **GGUF export** with adapter merging
 
-### Supported Agent Types (13)
+### Ecosystem Coverage (v2.4)
+
+| Tool | CLI Commands | Agents | Special Features |
+|------|--------------|--------|------------------|
+| **claude-flow** | 26 (179 subcommands) | 58 types | 27 hooks, 12 workers, 29 skills |
+| **agentic-flow** | 17 commands | 33 types | 32 MCP tools, 9 RL algorithms |
+| **ruvector** | 6 CLI, 22 Rust crates | 12 NPM | 6 attention, 4 graph algorithms |
+
+### Supported Agent Types (58+)
 
 | Agent | Keywords | Use Cases |
 |-------|----------|-----------|
@@ -136,6 +144,18 @@ Using **hybrid keyword+embedding strategy** plus **contrastive fine-tuning**, Ru
 | `api-docs` | openapi, swagger, api spec | API documentation |
 | `planner` | sprint, plan, roadmap | Project planning |
 
+### Extended Capabilities (v2.4)
+
+| Category | Examples |
+|----------|----------|
+| **MCP Tools** | memory_store, agent_spawn, swarm_init, hooks_pre-task |
+| **Swarm Topologies** | hierarchical, mesh, ring, star, adaptive |
+| **Consensus** | byzantine, raft, gossip, crdt, quorum |
+| **Learning** | SONA train, LoRA finetune, EWC++ consolidate, GRPO optimize |
+| **Attention** | flash, multi-head, linear, hyperbolic, MoE |
+| **Graph** | mincut, GNN embed, spectral, pagerank |
+| **Hardware** | Metal GPU, NEON SIMD, ANE neural engine |
+
 ---
 
 ## 💰 Cost Savings