test(research): Add user guidance pattern analysis test script

Part of #327 (revised). Test script for user guidance analysis, template creation, and guide generation.

docs/research/warm-session-provisioning-v2.md

@@ -0,0 +1,113 @@
+# Warm Session Provisioning: Revised Hypothesis
+
+**Research Document v2.0**  
+**Issue:** #327  
+**Date:** April 2026  
+**Status:** Revised Based on Empirical Data
+
+## Executive Summary
+
+Initial hypothesis: Marathon sessions (100+ messages) have lower error rates, suggesting agents improve with experience. This was **partially incorrect**.
+
+**Actual finding:** Error rates INCREASE within marathon sessions (avg first-half: 26.8%, second-half: 32.7%). Sessions don't improve - they degrade.
+
+## Corrected Understanding
+
+### What the Data Actually Shows
+
+1. **Error rates increase over time** within sessions
+2. **Marathon sessions appear more reliable** in aggregate because:
+   - Only well-guided sessions survive to 100+ messages
+   - Users who correct errors keep sessions alive
+   - Selection bias: failed sessions end early
+3. **User guidance drives success**, not agent adaptation
+
+### Revised Hypothesis
+
+The "proficiency" observed in marathon sessions comes from:
+- **User expertise**: Users who know how to guide the agent
+- **Established context**: Shared reference points reduce ambiguity
+- **Error correction patterns**: Users develop strategies to fix agent mistakes
+- **Session survivorship**: Only well-managed sessions reach marathon length
+
+## New Research Direction
+
+### 1. User Guidance Patterns
+Instead of agent proficiency, study user strategies:
+- How do expert users phrase requests?
+- What correction patterns work best?
+- How do users establish context?
+
+### 2. Context Window Management
+Long sessions may suffer from context degradation:
+- Attention dilution over many messages
+- Lost context from early messages
+- Compression artifacts
+
+### 3. Warm Session v2: User-Guided Templates
+Instead of pre-seeding agent patterns, pre-seed user guidance:
+- Effective prompt templates
+- Error correction strategies
+- Context establishment patterns
+
+## Implementation Plan
+
+### Phase 1: User Pattern Analysis
+- Analyze successful user strategies
+- Extract effective prompt patterns
+- Identify error correction techniques
+
+### Phase 2: Guidance Templates
+- Create user-facing templates
+- Document effective patterns
+- Provide prompt engineering guidance
+
+### Phase 3: Context Management
+- Optimize context window usage
+- Implement smart context refresh
+- Prevent attention degradation
+
+### Phase 4: A/B Testing
+- Test guided vs unguided sessions
+- Measure error reduction from user guidance
+- Statistical validation
+
+## Key Metrics
+
+1. **Error Rate by Position**
+   - First 10 messages: baseline
+   - Messages 10-50: degradation rate
+   - Messages 50+: long-session behavior
+
+2. **User Intervention Rate**
+   - How often users correct errors
+   - Success rate of corrections
+   - Patterns in effective corrections
+
+3. **Context Window Utilization**
+   - Token usage over time
+   - Information retention rate
+   - Compression effectiveness
+
+## Paper Contributions (Revised)
+
+1. **Counterintuitive finding**: Longer sessions have HIGHER error rates
+2. **Selection bias**: Marathon sessions represent survivorship bias
+3. **User expertise matters more than agent adaptation**
+4. **Context degradation over long sessions**
+
+## Next Steps
+
+1. ✅ Correct initial hypothesis
+2. ⏳ Analyze user guidance patterns
+3. ⏳ Extract effective prompt strategies
+4. ⏳ Create user-facing guidance templates
+5. ⏳ Optimize context window management
+6. ⏳ Run A/B tests on guided sessions
+7. ⏳ Write paper with corrected findings
+
+## References
+
+- Empirical Audit 2026-04-12, Finding 4
+- Follow-up Analysis: Comment on #327 (2026-04-13)
+- Issue #327 (original hypothesis)

hermes_cli/main.py

@@ -5258,6 +5258,34 @@ For more help on a command:
 
     sessions_parser.set_defaults(func=cmd_sessions)
 
+    
+    # User guidance command (research #327 revised)
+    guidance_parser = subparsers.add_parser(
+        "guidance",
+        help="User guidance pattern analysis (research)",
+        description="Analyze effective user strategies for agent sessions"
+    )
+    guidance_subparsers = guidance_parser.add_subparsers(dest="guidance_command")
+    
+    # Guidance analyze command
+    guidance_analyze = guidance_subparsers.add_parser("analyze", help="Analyze user guidance in a session")
+    guidance_analyze.add_argument("session_id", help="Session ID to analyze")
+    
+    # Guidance create-template command
+    guidance_create = guidance_subparsers.add_parser("create-template", help="Create guidance template from sessions")
+    guidance_create.add_argument("session_ids", nargs="+", help="Session IDs to analyze")
+    guidance_create.add_argument("--name", "-n", help="Template name")
+    
+    # Guidance list-templates command
+    guidance_subparsers.add_parser("list-templates", help="List available guidance templates")
+    
+    # Guidance generate-guide command
+    guidance_guide = guidance_subparsers.add_parser("generate-guide", help="Generate user guide from template")
+    guidance_guide.add_argument("profile_id", help="Profile ID to generate guide from")
+    
+    guidance_parser.set_defaults(func=cmd_guidance)
+
+
     # =========================================================================
     # insights command
     # =========================================================================
@@ -5598,3 +5626,48 @@ Examples:
 
 if __name__ == "__main__":
     main()
+
+
+def cmd_guidance(args):
+    """Handle user guidance pattern analysis commands."""
+    from hermes_cli.colors import Colors, color
+    
+    subcmd = getattr(args, 'guidance_command', None)
+    
+    if subcmd is None:
+        print(color("User Guidance Pattern Analysis (Research #327 Revised)", Colors.CYAN))
+        print("\nCommands:")
+        print("  hermes guidance analyze SESSION_ID      - Analyze user guidance patterns")
+        print("  hermes guidance create-template SESSION_IDS - Create guidance template")
+        print("  hermes guidance list-templates           - List available templates")
+        print("  hermes guidance generate-guide PROFILE_ID - Generate user guide")
+        print("\nNote: Research shows user guidance matters more than agent experience.")
+        return 0
+    
+    # Import user guidance module
+    try:
+        from tools.user_guidance import guidance_command
+        # Convert args to list for the module
+        args_list = []
+        
+        if subcmd == "analyze":
+            args_list = ["analyze", args.session_id]
+        elif subcmd == "create-template":
+            args_list = ["create-template"] + args.session_ids
+            if hasattr(args, 'name') and args.name:
+                args_list.extend(["--name", args.name])
+        elif subcmd == "list-templates":
+            args_list = ["list-templates"]
+        elif subcmd == "generate-guide":
+            args_list = ["generate-guide", args.profile_id]
+        
+        return guidance_command(args_list)
+        
+    except ImportError as e:
+        print(color(f"Error: Cannot import user_guidance module: {e}", Colors.RED))
+        print("Make sure tools/user_guidance.py exists")
+        return 1
+    except Exception as e:
+        print(color(f"Error: {e}", Colors.RED))
+        return 1
+

tests/test_user_guidance.py

@@ -0,0 +1,229 @@
+#!/usr/bin/env python3
+"""
+Test script for user guidance pattern analysis.
+
+This script tests the revised approach for issue #327,
+focusing on user guidance patterns rather than agent proficiency.
+
+Issue: #327 (Revised hypothesis)
+"""
+
+import sys
+import os
+from pathlib import Path
+
+# Add the tools directory to path
+sys.path.insert(0, str(Path(__file__).parent.parent))
+
+def test_user_guidance_analysis():
+    """Test user guidance analysis functionality."""
+    print("=== Testing User Guidance Analysis ===\n")
+    
+    try:
+        from tools.user_guidance import UserGuidanceAnalyzer
+        from hermes_state import SessionDB
+        
+        session_db = SessionDB()
+        analyzer = UserGuidanceAnalyzer(session_db)
+        
+        # Get a session to analyze
+        sessions = session_db.get_messages.__self__.execute_write(
+            "SELECT id FROM sessions ORDER BY started_at DESC LIMIT 1"
+        )
+        
+        if not sessions:
+            print("No sessions found in database.")
+            return False
+        
+        session_id = sessions[0][0]
+        print(f"Analyzing session: {session_id}\n")
+        
+        analysis = analyzer.analyze_user_guidance(session_id)
+        
+        if "error" in analysis:
+            print(f"Analysis error: {analysis['error']}")
+            return False
+        
+        print(f"Message count: {analysis['message_count']}")
+        
+        print("\nPrompt Patterns:")
+        for p in analysis.get("prompt_patterns", [])[:3]:
+            print(f"  {p['type']}: {'✓' if p.get('success') else '✗'} ({p['length']} chars)")
+        
+        print("\nCorrection Patterns:")
+        for c in analysis.get("correction_patterns", [])[:2]:
+            print(f"  {c['error_content'][:50]}... -> {c['user_correction'][:50]}...")
+        
+        print("\nSuccess Metrics:")
+        metrics = analysis.get("success_metrics", {})
+        print(f"  Tool calls: {metrics.get('tool_calls', 0)}")
+        print(f"  Success rate: {metrics.get('success_rate', 0):.0%}")
+        print(f"  User corrections: {metrics.get('user_corrections', 0)}")
+        
+        return True
+        
+    except Exception as e:
+        print(f"Test failed: {e}")
+        return False
+
+
+def test_guidance_template_creation():
+    """Test guidance template creation."""
+    print("\n=== Testing Guidance Template Creation ===\n")
+    
+    try:
+        from tools.user_guidance import UserGuidanceAnalyzer, GuidanceTemplateGenerator
+        from hermes_state import SessionDB
+        
+        session_db = SessionDB()
+        analyzer = UserGuidanceAnalyzer(session_db)
+        generator = GuidanceTemplateGenerator(analyzer)
+        
+        # Get sessions
+        sessions = session_db.get_messages.__self__.execute_write(
+            "SELECT id FROM sessions ORDER BY started_at DESC LIMIT 3"
+        )
+        
+        if not sessions:
+            print("No sessions found.")
+            return False
+        
+        session_ids = [s[0] for s in sessions]
+        print(f"Creating template from {len(session_ids)} sessions\n")
+        
+        profile = generator.create_guidance_template(
+            session_ids,
+            name="Test Guidance Template"
+        )
+        
+        print(f"Profile ID: {profile.profile_id}")
+        print(f"Name: {profile.name}")
+        print(f"Prompt patterns: {len(profile.prompt_patterns)}")
+        print(f"Correction patterns: {len(profile.correction_patterns)}")
+        
+        # Save the template
+        from tools.user_guidance import GuidanceTemplateManager
+        manager = GuidanceTemplateManager()
+        path = manager.save_template(profile)
+        print(f"Saved to: {path}")
+        
+        return True
+        
+    except Exception as e:
+        print(f"Test failed: {e}")
+        return False
+
+
+def test_user_guide_generation():
+    """Test user guide generation."""
+    print("\n=== Testing User Guide Generation ===\n")
+    
+    try:
+        from tools.user_guidance import UserGuidanceProfile, PromptPattern, CorrectionPattern, ContextStrategy, generate_user_guide
+        
+        # Create a test profile
+        profile = UserGuidanceProfile(
+            profile_id="test_guidance_001",
+            name="Test User Guidance",
+            description="Test profile for guide generation",
+            prompt_patterns=[
+                PromptPattern(
+                    pattern_type="polite_request",
+                    template="Please [action] [details]",
+                    success_rate=0.85,
+                    usage_count=15,
+                    context_requirements=[]
+                ),
+                PromptPattern(
+                    pattern_type="question",
+                    template="How do I [action]?",
+                    success_rate=0.75,
+                    usage_count=20,
+                    context_requirements=[]
+                )
+            ],
+            correction_patterns=[
+                CorrectionPattern(
+                    error_type="file_not_found",
+                    correction_strategy="direct",
+                    effectiveness=0.90,
+                    common_phrases=["Use the correct path: [path]", "The file is at [location]"]
+                ),
+                CorrectionPattern(
+                    error_type="command_not_found",
+                    correction_strategy="example",
+                    effectiveness=0.80,
+                    common_phrases=["Try: [command]", "Use [alternative] instead"]
+                )
+            ],
+            context_strategies=[
+                ContextStrategy(
+                    strategy_type="file_reference",
+                    description="Reference specific files",
+                    effectiveness=0.85,
+                    token_cost=10
+                ),
+                ContextStrategy(
+                    strategy_type="code_example",
+                    description="Provide code examples",
+                    effectiveness=0.90,
+                    token_cost=50
+                )
+            ],
+            created_at="2026-04-13T00:00:00",
+            source_analysis="Test sessions"
+        )
+        
+        guide = generate_user_guide(profile)
+        
+        print("Generated User Guide:")
+        print("=" * 50)
+        print(guide[:1000] + "..." if len(guide) > 1000 else guide)
+        
+        return True
+        
+    except Exception as e:
+        print(f"Test failed: {e}")
+        return False
+
+
+def main():
+    """Run all tests."""
+    print("User Guidance Pattern Analysis Test Suite")
+    print("=" * 50)
+    
+    tests = [
+        ("User Guidance Analysis", test_user_guidance_analysis),
+        ("Guidance Template Creation", test_guidance_template_creation),
+        ("User Guide Generation", test_user_guide_generation)
+    ]
+    
+    results = []
+    
+    for name, test_func in tests:
+        print(f"\nRunning: {name}")
+        try:
+            result = test_func()
+            results.append((name, result))
+            print(f"Result: {'PASS' if result else 'FAIL'}")
+        except Exception as e:
+            print(f"Error: {e}")
+            results.append((name, False))
+    
+    print("\n" + "=" * 50)
+    print("Test Results:")
+    
+    passed = sum(1 for _, result in results if result)
+    total = len(results)
+    
+    for name, result in results:
+        status = "✓ PASS" if result else "✗ FAIL"
+        print(f"  {status}: {name}")
+    
+    print(f"\nPassed: {passed}/{total}")
+    
+    return 0 if passed == total else 1
+
+
+if __name__ == "__main__":
+    sys.exit(main())

tools/user_guidance.py

@@ -0,0 +1,766 @@
+"""
+User Guidance Patterns for Effective Agent Sessions
+
+This module analyzes user strategies that lead to successful agent sessions,
+focusing on prompt patterns, error correction techniques, and context management.
+
+Issue: #327 (Revised hypothesis)
+"""
+
+import json
+import logging
+from datetime import datetime
+from pathlib import Path
+from typing import Any, Dict, List, Optional, Tuple
+from dataclasses import dataclass, asdict
+import re
+
+logger = logging.getLogger(__name__)
+
+
+@dataclass
+class PromptPattern:
+    """Effective prompt pattern."""
+    pattern_type: str  # "instruction", "context", "constraint", "example"
+    template: str
+    success_rate: float
+    usage_count: int
+    context_requirements: List[str] = None
+    
+    def to_dict(self) -> Dict[str, Any]:
+        return asdict(self)
+
+
+@dataclass
+class CorrectionPattern:
+    """User error correction pattern."""
+    error_type: str
+    correction_strategy: str  # "direct", "example", "reframe", "constraint"
+    effectiveness: float  # Success rate of this correction
+    common_phrases: List[str]
+
+
+@dataclass
+class ContextStrategy:
+    """Context establishment strategy."""
+    strategy_type: str  # "reference", "example", "constraint", "background"
+    description: str
+    effectiveness: float
+    token_cost: int  # Approximate token usage
+
+
+@dataclass
+class UserGuidanceProfile:
+    """Profile of effective user guidance strategies."""
+    profile_id: str
+    name: str
+    description: str
+    prompt_patterns: List[PromptPattern]
+    correction_patterns: List[CorrectionPattern]
+    context_strategies: List[ContextStrategy]
+    created_at: str
+    source_analysis: str = None
+    version: str = "1.0"
+    
+    def to_dict(self) -> Dict[str, Any]:
+        return {
+            "profile_id": self.profile_id,
+            "name": self.name,
+            "description": self.description,
+            "prompt_patterns": [p.to_dict() for p in self.prompt_patterns],
+            "correction_patterns": [asdict(c) for c in self.correction_patterns],
+            "context_strategies": [asdict(c) for c in self.context_strategies],
+            "created_at": self.created_at,
+            "source_analysis": self.source_analysis,
+            "version": self.version
+        }
+    
+    @classmethod
+    def from_dict(cls, data: Dict[str, Any]) -> 'UserGuidanceProfile':
+        """Create profile from dictionary."""
+        prompt_patterns = [
+            PromptPattern(**p) for p in data.get("prompt_patterns", [])
+        ]
+        correction_patterns = [
+            CorrectionPattern(**c) for c in data.get("correction_patterns", [])
+        ]
+        context_strategies = [
+            ContextStrategy(**c) for c in data.get("context_strategies", [])
+        ]
+        
+        return cls(
+            profile_id=data["profile_id"],
+            name=data["name"],
+            description=data["description"],
+            prompt_patterns=prompt_patterns,
+            correction_patterns=correction_patterns,
+            context_strategies=context_strategies,
+            created_at=data.get("created_at", datetime.now().isoformat()),
+            source_analysis=data.get("source_analysis"),
+            version=data.get("version", "1.0")
+        )
+
+
+class UserGuidanceAnalyzer:
+    """Analyze user guidance patterns in sessions."""
+    
+    def __init__(self, session_db=None):
+        self.session_db = session_db
+    
+    def analyze_user_guidance(self, session_id: str) -> Dict[str, Any]:
+        """
+        Analyze user guidance patterns in a session.
+        
+        Returns:
+            Dict with user guidance analysis including:
+            - prompt_patterns: Effective prompt structures
+            - correction_patterns: Error correction strategies
+            - context_strategies: How users establish context
+            - success_indicators: What makes guidance effective
+        """
+        if not self.session_db:
+            return {"error": "No session database available"}
+        
+        try:
+            messages = self.session_db.get_messages(session_id)
+            if not messages:
+                return {"error": "No messages found"}
+            
+            analysis = {
+                "session_id": session_id,
+                "message_count": len(messages),
+                "user_messages": self._extract_user_messages(messages),
+                "prompt_patterns": self._analyze_prompt_patterns(messages),
+                "correction_patterns": self._analyze_corrections(messages),
+                "context_strategies": self._analyze_context_strategies(messages),
+                "success_metrics": self._calculate_success_metrics(messages)
+            }
+            
+            return analysis
+            
+        except Exception as e:
+            logger.error(f"User guidance analysis failed: {e}")
+            return {"error": str(e)}
+    
+    def _extract_user_messages(self, messages: List[Dict]) -> List[Dict]:
+        """Extract user messages with context."""
+        user_messages = []
+        
+        for i, msg in enumerate(messages):
+            if msg.get("role") == "user":
+                # Get surrounding context
+                context_before = []
+                context_after = []
+                
+                # Previous assistant message
+                if i > 0 and messages[i-1].get("role") == "assistant":
+                    context_before.append(messages[i-1].get("content", "")[:200])
+                
+                # Next assistant message
+                if i < len(messages) - 1 and messages[i+1].get("role") == "assistant":
+                    context_after.append(messages[i+1].get("content", "")[:200])
+                
+                user_messages.append({
+                    "content": msg.get("content", ""),
+                    "position": i,
+                    "context_before": context_before,
+                    "context_after": context_after
+                })
+        
+        return user_messages
+    
+    def _analyze_prompt_patterns(self, messages: List[Dict]) -> List[Dict[str, Any]]:
+        """Analyze prompt patterns for effectiveness."""
+        patterns = []
+        user_messages = [m for m in messages if m.get("role") == "user"]
+        
+        for msg in user_messages:
+            content = msg.get("content", "")
+            
+            # Identify prompt types
+            if content.startswith(("Please", "Could you", "Can you")):
+                patterns.append({
+                    "type": "polite_request",
+                    "content": content,
+                    "length": len(content),
+                    "success": self._check_prompt_success(messages, msg)
+                })
+            elif "?" in content:
+                patterns.append({
+                    "type": "question",
+                    "content": content,
+                    "length": len(content),
+                    "success": self._check_prompt_success(messages, msg)
+                })
+            elif content.startswith(("/", "!")):
+                patterns.append({
+                    "type": "command",
+                    "content": content,
+                    "length": len(content),
+                    "success": self._check_prompt_success(messages, msg)
+                })
+            elif len(content) > 200:
+                patterns.append({
+                    "type": "detailed_request",
+                    "content": content,
+                    "length": len(content),
+                    "success": self._check_prompt_success(messages, msg)
+                })
+        
+        return patterns
+    
+    def _check_prompt_success(self, messages: List[Dict], user_msg: Dict) -> bool:
+        """Check if a prompt led to successful execution."""
+        # Find the user message position
+        user_pos = None
+        for i, msg in enumerate(messages):
+            if msg == user_msg:
+                user_pos = i
+                break
+        
+        if user_pos is None:
+            return False
+        
+        # Check if there's a successful tool call after this message
+        for i in range(user_pos + 1, min(user_pos + 5, len(messages))):
+            msg = messages[i]
+            if msg.get("role") == "assistant" and msg.get("tool_calls"):
+                # Check if tool result indicates success
+                for j in range(i + 1, min(i + 3, len(messages))):
+                    if messages[j].get("role") == "tool":
+                        content = messages[j].get("content", "")
+                        if "error" not in content.lower() and "failed" not in content.lower():
+                            return True
+        
+        return False
+    
+    def _analyze_corrections(self, messages: List[Dict]) -> List[Dict[str, Any]]:
+        """Analyze error correction patterns."""
+        corrections = []
+        
+        # Look for error patterns followed by corrections
+        for i in range(len(messages) - 2):
+            msg1 = messages[i]
+            msg2 = messages[i + 1]
+            msg3 = messages[i + 2]
+            
+            # Pattern: Assistant error -> User correction -> Assistant success
+            if (msg1.get("role") == "tool" and 
+                ("error" in msg1.get("content", "").lower() or "failed" in msg1.get("content", "").lower()) and
+                msg2.get("role") == "user" and
+                msg3.get("role") == "assistant"):
+                
+                corrections.append({
+                    "error_content": msg1.get("content", "")[:200],
+                    "user_correction": msg2.get("content", ""),
+                    "assistant_response": msg3.get("content", "")[:200],
+                    "success": self._check_correction_success(messages, i + 2)
+                })
+        
+        return corrections
+    
+    def _check_correction_success(self, messages: List[Dict], assistant_pos: int) -> bool:
+        """Check if a correction led to success."""
+        # Look for successful tool calls after correction
+        for i in range(assistant_pos + 1, min(assistant_pos + 3, len(messages))):
+            if messages[i].get("role") == "tool":
+                content = messages[i].get("content", "")
+                if "error" not in content.lower() and "failed" not in content.lower():
+                    return True
+        return False
+    
+    def _analyze_context_strategies(self, messages: List[Dict]) -> List[Dict[str, Any]]:
+        """Analyze how users establish context."""
+        strategies = []
+        user_messages = [m for m in messages if m.get("role") == "user"]
+        
+        for msg in user_messages[:10]:  # Analyze first 10 user messages
+            content = msg.get("content", "")
+            
+            # Identify context establishment strategies
+            if re.search(r'[/.\][\w/.-]+\.\w+', content):
+                strategies.append({
+                    "type": "file_reference",
+                    "content": content[:200],
+                    "tokens": len(content.split())
+                })
+            elif "```" in content:
+                strategies.append({
+                    "type": "code_example",
+                    "content": content[:200],
+                    "tokens": len(content.split())
+                })
+            elif len(content) > 300:
+                strategies.append({
+                    "type": "detailed_background",
+                    "content": content[:200],
+                    "tokens": len(content.split())
+                })
+        
+        return strategies
+    
+    def _calculate_success_metrics(self, messages: List[Dict]) -> Dict[str, Any]:
+        """Calculate success metrics for the session."""
+        tool_calls = 0
+        successful_tool_calls = 0
+        user_corrections = 0
+        successful_corrections = 0
+        
+        for i, msg in enumerate(messages):
+            if msg.get("role") == "assistant" and msg.get("tool_calls"):
+                tool_calls += 1
+            
+            if msg.get("role") == "tool":
+                content = msg.get("content", "")
+                if "error" not in content.lower() and "failed" not in content.lower():
+                    successful_tool_calls += 1
+            
+            # Count corrections
+            if (msg.get("role") == "user" and i > 0 and 
+                messages[i-1].get("role") == "tool" and
+                ("error" in messages[i-1].get("content", "").lower() or 
+                 "failed" in messages[i-1].get("content", "").lower())):
+                user_corrections += 1
+        
+        return {
+            "tool_calls": tool_calls,
+            "successful_tool_calls": successful_tool_calls,
+            "success_rate": successful_tool_calls / tool_calls if tool_calls > 0 else 0,
+            "user_corrections": user_corrections,
+            "messages_per_correction": len(messages) / user_corrections if user_corrections > 0 else 0
+        }
+
+
+class GuidanceTemplateGenerator:
+    """Generate user guidance templates from analysis."""
+    
+    def __init__(self, analyzer: UserGuidanceAnalyzer = None):
+        self.analyzer = analyzer or UserGuidanceAnalyzer()
+    
+    def create_guidance_template(self, session_ids: List[str], name: str = None) -> UserGuidanceProfile:
+        """
+        Create a guidance template from multiple sessions.
+        
+        Args:
+            session_ids: List of session IDs to analyze
+            name: Template name
+            
+        Returns:
+            UserGuidanceProfile with extracted patterns
+        """
+        all_patterns = []
+        all_corrections = []
+        all_strategies = []
+        
+        for session_id in session_ids:
+            analysis = self.analyzer.analyze_user_guidance(session_id)
+            
+            if "error" in analysis:
+                logger.warning(f"Skipping session {session_id}: {analysis['error']}")
+                continue
+            
+            all_patterns.extend(analysis.get("prompt_patterns", []))
+            all_corrections.extend(分析.get("correction_patterns", []))
+            all_strategies.extend(analysis.get("context_strategies", []))
+        
+        # Aggregate patterns
+        prompt_patterns = self._aggregate_prompt_patterns(all_patterns)
+        correction_patterns = self._aggregate_corrections(all_corrections)
+        context_strategies = self._aggregate_strategies(all_strategies)
+        
+        profile = UserGuidanceProfile(
+            profile_id=f"guidance_{datetime.now().strftime('%Y%m%d_%H%M%S')}",
+            name=name or f"User Guidance Template",
+            description=f"Extracted from {len(session_ids)} sessions",
+            prompt_patterns=prompt_patterns,
+            correction_patterns=correction_patterns,
+            context_strategies=context_strategies,
+            created_at=datetime.now().isoformat(),
+            source_analysis=f"Sessions: {', '.join(session_ids[:5])}{'...' if len(session_ids) > 5 else ''}"
+        )
+        
+        return profile
+    
+    def _aggregate_prompt_patterns(self, patterns: List[Dict]) -> List[PromptPattern]:
+        """Aggregate prompt patterns by type."""
+        pattern_groups = {}
+        
+        for p in patterns:
+            ptype = p.get("type", "unknown")
+            if ptype not in pattern_groups:
+                pattern_groups[ptype] = {"count": 0, "successes": 0, "examples": []}
+            
+            pattern_groups[ptype]["count"] += 1
+            if p.get("success"):
+                pattern_groups[ptype]["successes"] += 1
+            if len(pattern_groups[ptype]["examples"]) < 3:
+                pattern_groups[ptype]["examples"].append(p.get("content", "")[:100])
+        
+        result = []
+        for ptype, data in pattern_groups.items():
+            success_rate = data["successes"] / data["count"] if data["count"] > 0 else 0
+            
+            # Create template from examples
+            template = self._create_template_from_examples(data["examples"], ptype)
+            
+            result.append(PromptPattern(
+                pattern_type=ptype,
+                template=template,
+                success_rate=success_rate,
+                usage_count=data["count"],
+                context_requirements=[]
+            ))
+        
+        return result
+    
+    def _aggregate_corrections(self, corrections: List[Dict]) -> List[CorrectionPattern]:
+        """Aggregate correction patterns."""
+        correction_groups = {}
+        
+        for c in corrections:
+            # Simplify error type
+            error_content = c.get("error_content", "").lower()
+            if "filenotfound" in error_content or "no such file" in error_content:
+                error_type = "file_not_found"
+            elif "permission" in error_content:
+                error_type = "permission_denied"
+            elif "command not found" in error_content:
+                error_type = "command_not_found"
+            else:
+                error_type = "general_error"
+            
+            if error_type not in correction_groups:
+                correction_groups[error_type] = {"count": 0, "successes": 0, "examples": []}
+            
+            correction_groups[error_type]["count"] += 1
+            if c.get("success"):
+                correction_groups[error_type]["successes"] += 1
+            if len(correction_groups[error_type]["examples"]) < 3:
+                correction_groups[error_type]["examples"].append(c.get("user_correction", "")[:100])
+        
+        result = []
+        for error_type, data in correction_groups.items():
+            effectiveness = data["successes"] / data["count"] if data["count"] > 0 else 0
+            
+            # Determine correction strategy
+            if data["examples"]:
+                first_example = data["examples"][0].lower()
+                if "try" in first_example or "instead" in first_example:
+                    strategy = "reframe"
+                elif "use" in first_example or "run" in first_example:
+                    strategy = "direct"
+                elif "like this" in first_example or "example" in first_example:
+                    strategy = "example"
+                else:
+                    strategy = "constraint"
+            else:
+                strategy = "unknown"
+            
+            result.append(CorrectionPattern(
+                error_type=error_type,
+                correction_strategy=strategy,
+                effectiveness=effectiveness,
+                common_phrases=data["examples"][:3]
+            ))
+        
+        return result
+    
+    def _aggregate_strategies(self, strategies: List[Dict]) -> List[ContextStrategy]:
+        """Aggregate context strategies."""
+        strategy_groups = {}
+        
+        for s in strategies:
+            stype = s.get("type", "unknown")
+            if stype not in strategy_groups:
+                strategy_groups[stype] = {"count": 0, "tokens": []}
+            
+            strategy_groups[stype]["count"] += 1
+            strategy_groups[stype]["tokens"].append(s.get("tokens", 0))
+        
+        result = []
+        for stype, data in strategy_groups.items():
+            avg_tokens = sum(data["tokens"]) / len(data["tokens"]) if data["tokens"] else 0
+            
+            result.append(ContextStrategy(
+                strategy_type=stype,
+                description=f"Used {data['count']} times, avg {avg_tokens:.0f} tokens",
+                effectiveness=0.5,  # Would need more analysis
+                token_cost=int(avg_tokens)
+            ))
+        
+        return result
+    
+    def _create_template_from_examples(self, examples: List[str], ptype: str) -> str:
+        """Create a template from examples."""
+        if not examples:
+            return f"Example {ptype} prompt"
+        
+        # Simple template creation
+        if ptype == "polite_request":
+            return "Please [action] [details]"
+        elif ptype == "question":
+            return "How do I [action]?"
+        elif ptype == "command":
+            return "/[command] [arguments]"
+        elif ptype == "detailed_request":
+            return "I need to [goal]. Specifically, [details]. Context: [background]"
+        else:
+            return examples[0][:50] + "..."
+
+
+class GuidanceTemplateManager:
+    """Manage user guidance templates."""
+    
+    def __init__(self, template_dir: Path = None):
+        self.template_dir = template_dir or Path.home() / ".hermes" / "guidance_templates"
+        self.template_dir.mkdir(parents=True, exist_ok=True)
+    
+    def save_template(self, profile: UserGuidanceProfile) -> Path:
+        """Save a guidance template."""
+        template_path = self.template_dir / f"{profile.profile_id}.json"
+        
+        with open(template_path, 'w') as f:
+            json.dump(profile.to_dict(), f, indent=2)
+        
+        logger.info(f"Saved guidance template {profile.profile_id} to {template_path}")
+        return template_path
+    
+    def load_template(self, profile_id: str) -> Optional[UserGuidanceProfile]:
+        """Load a guidance template."""
+        template_path = self.template_dir / f"{profile_id}.json"
+        
+        if not template_path.exists():
+            logger.warning(f"Template {profile_id} not found")
+            return None
+        
+        try:
+            with open(template_path, 'r') as f:
+                data = json.load(f)
+            
+            return UserGuidanceProfile.from_dict(data)
+        except Exception as e:
+            logger.error(f"Failed to load template {profile_id}: {e}")
+            return None
+    
+    def list_templates(self) -> List[Dict[str, Any]]:
+        """List all available templates."""
+        templates = []
+        
+        for template_path in self.template_dir.glob("*.json"):
+            try:
+                with open(template_path, 'r') as f:
+                    data = json.load(f)
+                
+                templates.append({
+                    "profile_id": data.get("profile_id"),
+                    "name": data.get("name"),
+                    "description": data.get("description"),
+                    "created_at": data.get("created_at"),
+                    "prompt_patterns": len(data.get("prompt_patterns", [])),
+                    "correction_patterns": len(data.get("correction_patterns", []))
+                })
+            except Exception as e:
+                logger.warning(f"Failed to read template {template_path}: {e}")
+        
+        return templates
+
+
+def generate_user_guide(profile: UserGuidanceProfile) -> str:
+    """Generate a user-facing guide from a guidance profile."""
+    guide = f"""# Effective Agent Session Guide
+
+**Template:** {profile.name}
+**Generated:** {profile.created_at}
+**Source:** {profile.source_analysis or "Multiple sessions"}
+
+## Effective Prompt Patterns
+
+"""
+    
+    for pattern in sorted(profile.prompt_patterns, key=lambda x: x.success_rate, reverse=True):
+        guide += f"### {pattern.pattern_type.replace('_', ' ').title()}
+"
+        guide += f"**Success Rate:** {pattern.success_rate:.0%}
+"
+        guide += f"**Usage:** {pattern.usage_count} times
+"
+        guide += f"**Template:** `{pattern.template}`
+
+"
+    
+    guide += "## Error Correction Strategies
+
+"
+    
+    for correction in sorted(profile.correction_patterns, key=lambda x: x.effectiveness, reverse=True):
+        guide += f"### {correction.error_type.replace('_', ' ').title()}
+"
+        guide += f"**Effectiveness:** {correction.effectiveness:.0%}
+"
+        guide += f"**Strategy:** {correction.correction_strategy}
+"
+        if correction.common_phrases:
+            guide += f"**Example:** "{correction.common_phrases[0]}"
+"
+        guide += "
+"
+    
+    guide += "## Context Establishment Tips
+
+"
+    
+    for strategy in profile.context_strategies:
+        guide += f"- **{strategy.strategy_type.replace('_', ' ').title()}:** {strategy.description}
+"
+    
+    guide += """
+## Key Insights
+
+1. **Be specific:** Vague prompts lead to errors
+2. **Provide context:** Help the agent understand your environment
+3. **Use examples:** Show what you want when possible
+4. **Correct effectively:** Use the strategies above when errors occur
+5. **Manage context:** Don't overload with unnecessary information
+
+## Remember
+
+- Agent sessions degrade over time (error rates increase)
+- Your guidance matters more than agent "experience"
+- Use the patterns above to improve success rates
+"""
+    
+    return guide
+
+
+# CLI Integration
+def guidance_command(args):
+    """CLI command for user guidance analysis."""
+    import argparse
+    
+    parser = argparse.ArgumentParser(description="User guidance pattern analysis")
+    subparsers = parser.add_subparsers(dest="command")
+    
+    # Analyze command
+    analyze_parser = subparsers.add_parser("analyze", help="Analyze user guidance in a session")
+    analyze_parser.add_argument("session_id", help="Session ID to analyze")
+    
+    # Create template command
+    create_parser = subparsers.add_parser("create-template", help="Create guidance template from sessions")
+    create_parser.add_argument("session_ids", nargs="+", help="Session IDs to analyze")
+    create_parser.add_argument("--name", "-n", help="Template name")
+    
+    # List templates command
+    subparsers.add_parser("list-templates", help="List available guidance templates")
+    
+    # Generate guide command
+    guide_parser = subparsers.add_parser("generate-guide", help="Generate user guide from template")
+    guide_parser.add_argument("profile_id", help="Profile ID to generate guide from")
+    
+    # Parse args
+    parsed = parser.parse_args(args)
+    
+    if not parsed.command:
+        parser.print_help()
+        return 1
+    
+    # Import session DB
+    try:
+        from hermes_state import SessionDB
+        session_db = SessionDB()
+    except ImportError:
+        print("Error: Cannot import SessionDB")
+        return 1
+    
+    if parsed.command == "analyze":
+        analyzer = UserGuidanceAnalyzer(session_db)
+        analysis = analyzer.analyze_user_guidance(parsed.session_id)
+        
+        print(f"\n=== User Guidance Analysis: {parsed.session_id} ===\n")
+        
+        if "error" in analysis:
+            print(f"Error: {analysis['error']}")
+            return 1
+        
+        print(f"Messages: {analysis['message_count']}")
+        
+        print("\nPrompt Patterns:")
+        for p in analysis.get("prompt_patterns", [])[:5]:
+            print(f"  {p['type']}: {'✓' if p.get('success') else '✗'} ({p['length']} chars)")
+        
+        print("\nCorrection Patterns:")
+        for c in analysis.get("correction_patterns", [])[:3]:
+            print(f"  {c['error_content'][:50]}... -> {c['user_correction'][:50]}...")
+        
+        print("\nSuccess Metrics:")
+        metrics = analysis.get("success_metrics", {})
+        print(f"  Tool calls: {metrics.get('tool_calls', 0)}")
+        print(f"  Success rate: {metrics.get('success_rate', 0):.0%}")
+        print(f"  User corrections: {metrics.get('user_corrections', 0)}")
+        
+        return 0
+    
+    elif parsed.command == "create-template":
+        analyzer = UserGuidanceAnalyzer(session_db)
+        generator = GuidanceTemplateGenerator(analyzer)
+        
+        profile = generator.create_guidance_template(
+            parsed.session_ids,
+            name=parsed.name
+        )
+        
+        manager = GuidanceTemplateManager()
+        path = manager.save_template(profile)
+        
+        print(f"Created guidance template: {profile.profile_id}")
+        print(f"Saved to: {path}")
+        print(f"Prompt patterns: {len(profile.prompt_patterns)}")
+        print(f"Correction patterns: {len(profile.correction_patterns)}")
+        
+        return 0
+    
+    elif parsed.command == "list-templates":
+        manager = GuidanceTemplateManager()
+        templates = manager.list_templates()
+        
+        if not templates:
+            print("No templates found.")
+            return 0
+        
+        print("\n=== Available Guidance Templates ===\n")
+        for t in templates:
+            print(f"ID: {t['profile_id']}")
+            print(f"Name: {t['name']}")
+            print(f"Description: {t['description']}")
+            print(f"Prompt patterns: {t['prompt_patterns']}")
+            print(f"Correction patterns: {t['correction_patterns']}")
+            print()
+        
+        return 0
+    
+    elif parsed.command == "generate-guide":
+        manager = GuidanceTemplateManager()
+        profile = manager.load_template(parsed.profile_id)
+        
+        if not profile:
+            print(f"Template {parsed.profile_id} not found")
+            return 1
+        
+        guide = generate_user_guide(profile)
+        
+        print(guide)
+        
+        # Also save to file
+        guide_path = manager.template_dir / f"{parsed.profile_id}_guide.md"
+        with open(guide_path, 'w') as f:
+            f.write(guide)
+        
+        print(f"\nGuide saved to: {guide_path}")
+        
+        return 0
+    
+    return 1
+
+
+if __name__ == "__main__":
+    import sys
+    sys.exit(guidance_command(sys.argv[1:]))