fix: standardize training schema and fix integration test mismatches

- Fix dual schema issue: update README to reference stage1_foundation.json
- Add missing scenarios field to stages 7-9 for consistency
- Add specialized and architect agent types to training schema
- Fix failure_simulation to use transaction_send instead of wallet_send

docs/agent-training/README.md

@@ -155,7 +155,7 @@ Before beginning training, ensure the environment is properly configured:
 1. **Review `HERMES_LEARNING_PROMPT.md`** for detailed learning instructions
 2. **Analyze `training_schema.json`** to understand the stage structure
 3. **Study `ENVIRONMENT_SETUP.md`** to understand environment requirements
-4. **Begin with Stage 1** (`stage1_foundation_commands.json`) and progress sequentially
+4. **Begin with Stage 1** (`stage1_foundation.json`) and progress sequentially
 5. **For each stage, provide:**
    - Debug messages for issues found
    - Suggestions for improvements

docs/agent-training/stage1_foundation.json

@@ -381,7 +381,7 @@
   "failure_simulation": [
     {
       "test_name": "Insufficient funds error",
-      "operation": "wallet_send",
+      "operation": "transaction_send",
       "failure_type": "insufficient_funds",
       "test_case": {
         "wallet": "training-wallet",
@@ -394,7 +394,7 @@
     },
     {
       "test_name": "Invalid password error",
-      "operation": "wallet_send",
+      "operation": "transaction_send",
       "failure_type": "invalid_password",
       "test_case": {
         "wallet": "training-wallet",

docs/agent-training/stage7_cross_node_training.json

@@ -19,6 +19,11 @@
     "Understand network topology",
     "Handle failover scenarios"
   ],
+  "scenarios": [
+    "/docs/scenarios/20_cross_chain_transfer.md",
+    "/docs/scenarios/27_cross_chain_trader.md",
+    "/docs/scenarios/38_cross_chain_market_maker.md"
+  ],
   "training_data": {
     "operations": [
       {

docs/agent-training/stage8_advanced_agent_specialization.json

@@ -19,6 +19,11 @@
     "Develop domain-specific capabilities",
     "Create custom agent skills"
   ],
+  "scenarios": [
+    "/docs/scenarios/41_bounty_system.md",
+    "/docs/scenarios/42_portfolio_management.md",
+    "/docs/scenarios/43_knowledge_graph_market.md"
+  ],
   "training_data": {
     "operations": [
       {

docs/agent-training/stage9_multi_chain_architecture.json

@@ -19,6 +19,11 @@
     "Manage assets across chains",
     "Configure cross-chain gossip protocols"
   ],
+  "scenarios": [
+    "/docs/scenarios/42_cross_chain_atomic_swap.md",
+    "/docs/scenarios/44_dispute_resolution.md",
+    "/docs/scenarios/45_cross_chain_market_maker.md"
+  ],
   "training_data": {
     "operations": [
       {

docs/agent-training/training_schema.json

@@ -24,7 +24,7 @@
     "agent_type": {
       "type": "string",
       "description": "Type of agent being trained",
-      "enum": ["coordinator", "genesis", "follower", "wallet", "general"]
+      "enum": ["coordinator", "genesis", "follower", "wallet", "general", "specialized", "architect"]
     },
     "scenarios": {
       "type": "array",