diff --git a/docs/agent-training/generate_prerequisite_checks.py b/docs/agent-training/generate_prerequisite_checks.py
new file mode 100755
index 00000000..9b1b41f6
--- /dev/null
+++ b/docs/agent-training/generate_prerequisite_checks.py
@@ -0,0 +1,265 @@
+#!/usr/bin/env python3
+"""
+Prerequisite Check Generator
+
+Generates prerequisite validation checks for training stages.
+Validates that all dependencies (stage and resource) are satisfied before running a stage.
+"""
+
+import json
+import sys
+from pathlib import Path
+from typing import Dict, List, Set
+
+STAGE_ORDER = [
+    "stage0_environment_setup",
+    "stage1_foundation",
+    "stage2_operations_mastery",
+    "stage3_ai_operations",
+    "stage4_marketplace_economics",
+    "stage5_expert_operations",
+    "stage6_agent_identity_sdk",
+    "stage7_cross_node_training",
+    "stage8_advanced_agent_specialization",
+    "stage9_multi_chain_architecture",
+]
+
+
+class PrerequisiteChecker:
+    def __init__(self, stages_dir: Path):
+        self.stages_dir = stages_dir
+        self.stages: Dict[str, dict] = {}
+        self.errors = []
+        self.warnings = []
+
+    def load_stages(self):
+        """Load all stage JSON files."""
+        for stage_name in STAGE_ORDER:
+            stage_file = self.stages_dir / f"{stage_name}.json"
+            if stage_file.exists():
+                self.stages[stage_name] = json.loads(stage_file.read_text())
+            else:
+                self.warnings.append(f"Stage file not found: {stage_file}")
+
+    def check_stage_order(self, stage_name: str) -> bool:
+        """Check that depends_on stages come before this stage in order."""
+        stage_data = self.stages.get(stage_name)
+        if not stage_data:
+            return False
+
+        depends_on = stage_data.get("depends_on", [])
+        stage_index = STAGE_ORDER.index(stage_name)
+
+        for dep_stage in depends_on:
+            if dep_stage not in STAGE_ORDER:
+                self.errors.append(f"{stage_name}: depends_on references unknown stage '{dep_stage}'")
+                continue
+
+            dep_index = STAGE_ORDER.index(dep_stage)
+            if dep_index >= stage_index:
+                self.errors.append(
+                    f"{stage_name}: depends_on '{dep_stage}' comes after it in stage order "
+                    f"(index {dep_index} >= {stage_index})"
+                )
+
+        return len(self.errors) == 0
+
+    def check_resource_dependencies(self, stage_name: str) -> bool:
+        """Check that resource_depends references valid stages."""
+        stage_data = self.stages.get(stage_name)
+        if not stage_data:
+            return False
+
+        resource_depends = stage_data.get("resource_depends", [])
+        depends_on = stage_data.get("depends_on", [])
+
+        for resource_dep in resource_depends:
+            provider_stage = resource_dep.get("stage")
+            if provider_stage:
+                if provider_stage not in STAGE_ORDER:
+                    self.errors.append(
+                        f"{stage_name}: resource_depends references unknown stage '{provider_stage}'"
+                    )
+                elif provider_stage not in depends_on and provider_stage != stage_name:
+                    self.warnings.append(
+                        f"{stage_name}: resource_depends stage '{provider_stage}' "
+                        f"not in depends_on (should be added)"
+                    )
+
+        return len(self.errors) == 0
+
+    def check_wallet_balance_placement(self, stage_name: str) -> bool:
+        """Check that wallet_balance appears before operations with wallet+password."""
+        stage_data = self.stages.get(stage_name)
+        if not stage_data:
+            return False
+
+        operations = stage_data.get("training_data", {}).get("operations", [])
+        wallet_balance_found = False
+
+        for i, op in enumerate(operations):
+            op_name = op.get("operation", "")
+            params = op.get("parameters", {})
+
+            if op_name == "wallet_balance":
+                wallet_balance_found = True
+                continue
+
+            has_wallet = "wallet" in params
+            has_password = "password" in params
+
+            if has_wallet and has_password and not wallet_balance_found:
+                self.errors.append(
+                    f"{stage_name}: operation '{op_name}' (index {i}) has wallet+password "
+                    f"but no wallet_balance check before it"
+                )
+
+        return len(self.errors) == 0
+
+    def check_currency_fields(self, stage_name: str) -> bool:
+        """Check that operations with amount/price have currency field."""
+        stage_data = self.stages.get(stage_name)
+        if not stage_data:
+            return False
+
+        operations = stage_data.get("training_data", {}).get("operations", [])
+        currency_required_params = {"amount", "price", "bounty_amount", "stake_amount", "spread"}
+
+        for i, op in enumerate(operations):
+            op_name = op.get("operation", "")
+            params = op.get("parameters", {})
+
+            requires_currency = any(param in currency_required_params for param in params.keys())
+            if requires_currency and "currency" not in params:
+                self.errors.append(
+                    f"{stage_name}: operation '{op_name}' (index {i}) has "
+                    f"{currency_required_params} parameter(s) but missing 'currency' field"
+                )
+
+        return len(self.errors) == 0
+
+    def validate_stage(self, stage_name: str) -> bool:
+        """Run all prerequisite checks for a stage."""
+        self.check_stage_order(stage_name)
+        self.check_resource_dependencies(stage_name)
+        self.check_wallet_balance_placement(stage_name)
+        self.check_currency_fields(stage_name)
+        return len(self.errors) == 0
+
+    def validate_all(self) -> bool:
+        """Validate all stages."""
+        for stage_name in STAGE_ORDER:
+            if stage_name in self.stages:
+                self.validate_stage(stage_name)
+        return len(self.errors) == 0
+
+    def generate_prerequisite_script(self, stage_name: str) -> str:
+        """Generate a bash script to check prerequisites for a stage."""
+        stage_data = self.stages.get(stage_name)
+        if not stage_data:
+            return f"# Stage {stage_name} not found"
+
+        depends_on = stage_data.get("depends_on", [])
+        resource_depends = stage_data.get("resource_depends", [])
+
+        script_lines = [
+            f"#!/bin/bash",
+            f"# Prerequisite checks for {stage_name}",
+            f"#",
+            f"# This script validates that all prerequisites are satisfied",
+            f"# before starting the training stage.",
+            f"",
+            f"set -e",
+            f"",
+            f'echo "Checking prerequisites for {stage_name}..."',
+        ]
+
+        # Check stage dependencies
+        if depends_on:
+            script_lines.append(f"# Stage dependencies")
+            for dep_stage in depends_on:
+                script_lines.extend([
+                    f"if [ ! -f \"$(dirname \"$0\")/{dep_stage}.json\" ]; then",
+                    f'  echo "❌ Missing prerequisite stage: {dep_stage}"',
+                    f"  exit 1",
+                    f"fi",
+                    f'echo "✅ Prerequisite stage found: {dep_stage}"',
+                    f"",
+                ])
+
+        # Check resource dependencies
+        if resource_depends:
+            script_lines.append(f"# Resource dependencies")
+            for res_dep in resource_depends:
+                resource_type = res_dep.get("resource", "")
+                condition = res_dep.get("condition", "")
+                script_lines.extend([
+                    f"# Check {resource_type}: {condition}",
+                    f"# TODO: Implement resource check for {resource_type}",
+                    f'echo "⚠️  Resource check not implemented: {resource_type}"',
+                    f"",
+                ])
+
+        script_lines.extend([
+            f'echo "✅ All prerequisites satisfied for {stage_name}"',
+            f"exit 0",
+        ])
+
+        return "\n".join(script_lines)
+
+    def report(self):
+        """Print validation report."""
+        print("Prerequisite Validation Report")
+        print("=" * 50)
+
+        if self.errors:
+            print(f"❌ {len(self.errors)} error(s) found:")
+            for error in self.errors:
+                print(f"   - {error}")
+        else:
+            print("✅ No errors found")
+
+        if self.warnings:
+            print(f"\n⚠️  {len(self.warnings)} warning(s):")
+            for warning in self.warnings:
+                print(f"   - {warning}")
+
+        print("\nStage Status:")
+        for stage_name in STAGE_ORDER:
+            if stage_name in self.stages:
+                print(f"   ✅ {stage_name}")
+            else:
+                print(f"   ❌ {stage_name} (file not found)")
+
+
+def main():
+    if len(sys.argv) < 2:
+        print("Usage: generate_prerequisite_checks.py <stages_dir> [stage_name]")
+        print("  stages_dir: Path to directory containing stage JSON files")
+        print("  stage_name: (optional) Generate prerequisite script for specific stage")
+        sys.exit(1)
+
+    stages_dir = Path(sys.argv[1])
+    if not stages_dir.exists():
+        print(f"❌ Stages directory not found: {stages_dir}")
+        sys.exit(1)
+
+    checker = PrerequisiteChecker(stages_dir)
+    checker.load_stages()
+
+    # If specific stage requested, generate prerequisite script
+    if len(sys.argv) >= 3:
+        stage_name = sys.argv[2]
+        script = checker.generate_prerequisite_script(stage_name)
+        print(script)
+        sys.exit(0)
+
+    # Otherwise, validate all stages
+    checker.validate_all()
+    checker.report()
+
+    sys.exit(0 if len(checker.errors) == 0 else 1)
+
+
+if __name__ == "__main__":
+    main()
diff --git a/docs/agent-training/stage1_foundation.json b/docs/agent-training/stage1_foundation.json
index 50bde605..aeb73d58 100644
--- a/docs/agent-training/stage1_foundation.json
+++ b/docs/agent-training/stage1_foundation.json
@@ -148,6 +148,7 @@
           "wallet": "training-wallet",
           "to": "recipient-address",
           "amount": "10",
+          "currency": "AIT",
           "password": "training123"
         },
         "expected_result": {
@@ -156,10 +157,10 @@
         },
         "success_criteria": {
           "status": "success",
-          "response_fields": ["transaction_id", "amount"],
-          "performance": {
-            "max_duration_ms": 10000
-          }
+          "response_fields": ["transaction_id", "amount"]
+        },
+        "performance": {
+          "max_duration_ms": 10000
         },
         "verify_on_chain": true,
         "confirmations_required": 1,
diff --git a/docs/agent-training/stage3_ai_operations.json b/docs/agent-training/stage3_ai_operations.json
index 2623490e..5362d478 100644
--- a/docs/agent-training/stage3_ai_operations.json
+++ b/docs/agent-training/stage3_ai_operations.json
@@ -4,7 +4,7 @@
   "difficulty": "intermediate",
   "estimated_time_minutes": 60,
   "skill_level": "practitioner",
-  "depends_on": ["stage2_operations_mastery", "stage4_marketplace_economics"],
+  "depends_on": ["stage2_operations_mastery"],
   "skills": [
     "ai_job_submission",
     "task_management",