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#!/usr/bin/env python3
"""
session_metadata.py - Extract structured metadata from Hermes session transcripts.
Works alongside session_reader.py to provide higher-level session analysis.
"""
import json
import re
import sys
from dataclasses import dataclass, asdict
from datetime import datetime
from pathlib import Path
from typing import Dict, List, Optional, Any
# Import from session_reader (the canonical reader)
from session_reader import read_session
@dataclass
class SessionSummary:
"""Structured summary of a Hermes session transcript."""
session_id: str
model: str
repo: str
outcome: str
message_count: int
tool_calls: int
duration_estimate: str
key_actions: List[str]
errors_encountered: List[str]
start_time: Optional[str] = None
end_time: Optional[str] = None
total_tokens_estimate: int = 0
user_messages: int = 0
assistant_messages: int = 0
tool_outputs: int = 0
def extract_session_metadata(file_path: str) -> SessionSummary:
"""
Extract structured metadata from a Hermes session JSONL transcript.
Uses session_reader.read_session() for file reading.
"""
session_id = Path(file_path).stem
messages = []
model = "unknown"
repo = "unknown"
tool_calls_count = 0
key_actions = []
errors = []
start_time = None
end_time = None
total_tokens = 0
# Common repo patterns to look for
repo_patterns = [
r"(?:the-nexus|compounding-intelligence|timmy-config|hermes-agent)",
r"(?:forge\.alexanderwhitestone\.com/([^/]+/[^/\\s]+))",
r"(?:github\.com/([^/]+/[^/\\s]+))",
r"(?:Timmy_Foundation/([^/\\s]+))",
]
try:
# Use the canonical reader from session_reader.py
messages = read_session(file_path)
except FileNotFoundError:
return SessionSummary(
session_id=session_id,
model="unknown",
repo="unknown",
outcome="failure",
message_count=0,
tool_calls=0,
duration_estimate="0m",
key_actions=[],
errors_encountered=[f"File not found: {file_path}"]
)
# Process messages for metadata
for entry in messages:
# Extract model from assistant messages
if entry.get("role") == "assistant" and entry.get("model"):
model = entry["model"]
# Extract timestamps
if entry.get("timestamp"):
ts = entry["timestamp"]
if start_time is None:
start_time = ts
end_time = ts
# Count tool calls
if entry.get("tool_calls"):
tool_calls_count += len(entry["tool_calls"])
for tc in entry["tool_calls"]:
if tc.get("function", {}).get("name"):
action = f"{tc['function']['name']}"
if action not in key_actions:
key_actions.append(action)
# Estimate tokens from content length
content = entry.get("content", "")
if isinstance(content, str):
total_tokens += len(content.split())
elif isinstance(content, list):
for item in content:
if isinstance(item, dict) and "text" in item:
total_tokens += len(item["text"].split())
# Look for repo mentions in content
if entry.get("content"):
content_str = str(entry["content"])
for pattern in repo_patterns:
match = re.search(pattern, content_str, re.IGNORECASE)
if match:
if match.groups():
repo = match.group(1)
else:
repo = match.group(0)
break
# Look for error messages
if entry.get("role") == "tool" and entry.get("is_error"):
error_msg = entry.get("content", "Unknown error")
if isinstance(error_msg, str) and len(error_msg) < 200:
errors.append(error_msg[:200])
# Count message types
user_messages = sum(1 for m in messages if m.get("role") == "user")
assistant_messages = sum(1 for m in messages if m.get("role") == "assistant")
tool_outputs = sum(1 for m in messages if m.get("role") == "tool")
# Calculate duration estimate
duration_estimate = "unknown"
if start_time and end_time:
try:
# Try to parse timestamps
start_dt = None
end_dt = None
# Handle various timestamp formats
for fmt in ["%Y-%m-%dT%H:%M:%S.%fZ", "%Y-%m-%dT%H:%M:%SZ", "%Y-%m-%d %H:%M:%S"]:
try:
if start_dt is None:
start_dt = datetime.strptime(start_time, fmt)
if end_dt is None:
end_dt = datetime.strptime(end_time, fmt)
except ValueError:
continue
if start_dt and end_dt:
duration = end_dt - start_dt
minutes = duration.total_seconds() / 60
duration_estimate = f"{minutes:.0f}m"
except Exception:
pass
# Classify outcome
outcome = "unknown"
if errors:
# Check if any errors are fatal
fatal_errors = any("405" in e or "permission" in e.lower() or "authentication" in e.lower()
for e in errors)
if fatal_errors:
outcome = "failure"
else:
outcome = "partial"
elif messages:
# Check last message for success indicators
last_msg = messages[-1]
if last_msg.get("role") == "assistant":
content = last_msg.get("content", "")
if isinstance(content, str):
success_indicators = ["done", "completed", "success", "merged", "pushed"]
if any(indicator in content.lower() for indicator in success_indicators):
outcome = "success"
else:
outcome = "unknown"
# Deduplicate key actions (keep unique, limit to 10)
unique_actions = []
for action in key_actions:
if action not in unique_actions:
unique_actions.append(action)
if len(unique_actions) >= 10:
break
# Deduplicate errors (keep unique, limit to 5)
unique_errors = []
for error in errors:
if error not in unique_errors:
unique_errors.append(error)
if len(unique_errors) >= 5:
break
return SessionSummary(
session_id=session_id,
model=model,
repo=repo,
outcome=outcome,
message_count=len(messages),
tool_calls=tool_calls_count,
duration_estimate=duration_estimate,
key_actions=unique_actions,
errors_encountered=unique_errors,
start_time=start_time,
end_time=end_time,
total_tokens_estimate=total_tokens,
user_messages=user_messages,
assistant_messages=assistant_messages,
tool_outputs=tool_outputs
)
def process_session_directory(directory_path: str, output_file: Optional[str] = None) -> List[SessionSummary]:
"""
Process all JSONL files in a directory.
"""
directory = Path(directory_path)
if not directory.exists():
print(f"Error: Directory {directory_path} does not exist", file=sys.stderr)
return []
jsonl_files = list(directory.glob("*.jsonl"))
if not jsonl_files:
print(f"Warning: No JSONL files found in {directory_path}", file=sys.stderr)
return []
summaries = []
for jsonl_file in sorted(jsonl_files):
print(f"Processing {jsonl_file.name}...", file=sys.stderr)
summary = extract_session_metadata(str(jsonl_file))
summaries.append(summary)
if output_file:
with open(output_file, 'w', encoding='utf-8') as f:
json.dump([asdict(s) for s in summaries], f, indent=2)
print(f"Wrote {len(summaries)} summaries to {output_file}", file=sys.stderr)
return summaries
def main():
"""CLI entry point."""
import argparse
parser = argparse.ArgumentParser(description="Extract metadata from Hermes session JSONL transcripts")
parser.add_argument("path", help="Path to JSONL file or directory of session files")
parser.add_argument("-o", "--output", help="Output JSON file (default: stdout)")
parser.add_argument("-v", "--verbose", action="store_true", help="Verbose output")
args = parser.parse_args()
path = Path(args.path)
if path.is_file():
summary = extract_session_metadata(str(path))
if args.output:
with open(args.output, 'w') as f:
json.dump(asdict(summary), f, indent=2)
print(f"Wrote summary to {args.output}", file=sys.stderr)
else:
print(json.dumps(asdict(summary), indent=2))
elif path.is_dir():
summaries = process_session_directory(str(path), args.output)
if not args.output:
print(json.dumps([asdict(s) for s in summaries], indent=2))
else:
print(f"Error: {args.path} is not a file or directory", file=sys.stderr)
sys.exit(1)
if __name__ == "__main__":
main()

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#!/usr/bin/env python3
"""
Comprehensive test script for knowledge extraction prompt.
Validates prompt structure, requirements, and consistency.
"""
import json
import re
from pathlib import Path
def test_prompt_structure():
"""Test that the prompt has the required structure."""
prompt_path = Path("templates/harvest-prompt.md")
if not prompt_path.exists():
return False, "harvest-prompt.md not found"
content = prompt_path.read_text()
# Check for required sections
required_sections = [
"System Prompt",
"Instructions",
"Categories",
"Output Format",
"Confidence Scoring",
"Constraints",
"Example"
]
for section in required_sections:
if section.lower() not in content.lower():
return False, f"Missing required section: {section}"
# Check for required categories
required_categories = ["fact", "pitfall", "pattern", "tool-quirk", "question"]
for category in required_categories:
if category not in content:
return False, f"Missing required category: {category}"
# Check for required output fields
required_fields = ["fact", "category", "repo", "confidence"]
for field in required_fields:
if field not in content:
return False, f"Missing required output field: {field}"
# Check prompt size (should be ~1k tokens, roughly 4k chars)
if len(content) > 5000:
return False, f"Prompt too large: {len(content)} chars (max ~5000)"
if len(content) < 1000:
return False, f"Prompt too small: {len(content)} chars (min ~1000)"
return True, "Prompt structure is valid"
def test_confidence_scoring():
"""Test that confidence scoring is properly defined."""
prompt_path = Path("templates/harvest-prompt.md")
content = prompt_path.read_text()
# Check for confidence scale definitions
confidence_levels = [
("0.9-1.0", "explicitly stated"),
("0.7-0.8", "clearly implied"),
("0.5-0.6", "suggested"),
("0.3-0.4", "inferred"),
("0.1-0.2", "speculative")
]
for level, description in confidence_levels:
if level not in content:
return False, f"Missing confidence level: {level}"
if description.lower() not in content.lower():
return False, f"Missing confidence description: {description}"
return True, "Confidence scoring is properly defined"
def test_example_quality():
"""Test that examples are clear and complete."""
prompt_path = Path("templates/harvest-prompt.md")
content = prompt_path.read_text()
# Check for example input/output
if "example" not in content.lower():
return False, "No examples provided"
# Check that example includes all categories
example_section = content[content.lower().find("example"):]
# Look for JSON example
json_match = re.search(r'\{[\s\S]*"knowledge"[\s\S]*\}', example_section)
if not json_match:
return False, "No JSON example found"
example_json = json_match.group(0)
# Check for all categories in example
for category in ["fact", "pitfall", "pattern", "tool-quirk", "question"]:
if category not in example_json:
return False, f"Example missing category: {category}"
return True, "Examples are clear and complete"
def test_constraint_coverage():
"""Test that constraints cover all requirements."""
prompt_path = Path("templates/harvest-prompt.md")
content = prompt_path.read_text()
required_constraints = [
"No hallucination",
"only extract",
"explicitly",
"partial",
"failed sessions",
"1k tokens"
]
for constraint in required_constraints:
if constraint.lower() not in content.lower():
return False, f"Missing constraint: {constraint}"
return True, "Constraints cover all requirements"
def test_test_sessions():
"""Test that test sessions exist and are valid."""
test_sessions_dir = Path("test_sessions")
if not test_sessions_dir.exists():
return False, "test_sessions directory not found"
session_files = list(test_sessions_dir.glob("*.jsonl"))
if len(session_files) < 5:
return False, f"Only {len(session_files)} test sessions found, need 5"
# Check each session file
for session_file in session_files:
content = session_file.read_text()
lines = content.strip().split("\n")
# Check that each line is valid JSON
for i, line in enumerate(lines, 1):
try:
json.loads(line)
except json.JSONDecodeError as e:
return False, f"Invalid JSON in {session_file.name}, line {i}: {e}"
return True, f"Found {len(session_files)} valid test sessions"
def run_all_tests():
"""Run all tests and return results."""
tests = [
("Prompt Structure", test_prompt_structure),
("Confidence Scoring", test_confidence_scoring),
("Example Quality", test_example_quality),
("Constraint Coverage", test_constraint_coverage),
("Test Sessions", test_test_sessions)
]
results = []
all_passed = True
for test_name, test_func in tests:
try:
passed, message = test_func()
results.append({
"test": test_name,
"passed": passed,
"message": message
})
if not passed:
all_passed = False
except Exception as e:
results.append({
"test": test_name,
"passed": False,
"message": f"Error: {str(e)}"
})
all_passed = False
# Print results
print("=" * 60)
print("HARVEST PROMPT TEST RESULTS")
print("=" * 60)
for result in results:
status = "✓ PASS" if result["passed"] else "✗ FAIL"
print(f"{status}: {result['test']}")
print(f" {result['message']}")
print()
print("=" * 60)
if all_passed:
print("ALL TESTS PASSED!")
else:
print("SOME TESTS FAILED!")
print("=" * 60)
return all_passed, results
if __name__ == "__main__":
all_passed, results = run_all_tests()
# Save results to file
with open("test_results.json", "w") as f:
json.dump({
"all_passed": all_passed,
"results": results,
"timestamp": "2026-04-14T19:05:00Z"
}, f, indent=2)
print(f"Results saved to test_results.json")
# Exit with appropriate code
exit(0 if all_passed else 1)

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{"role": "user", "content": "Deploy the application to production"}
{"role": "assistant", "content": "I'll deploy the application to production.", "tool_calls": [{"function": "terminal", "arguments": {"command": "ssh deploy@prod-server 'cd /app && git pull && docker-compose up -d'"}}]}
{"role": "tool", "content": "ssh: connect to host prod-server port 22: Connection refused"}
{"role": "assistant", "content": "Connection refused. Let me check the server status.", "tool_calls": [{"function": "terminal", "arguments": {"command": "ping -c 3 prod-server"}}]}
{"role": "tool", "content": "PING prod-server (192.168.1.100): 56 data bytes\nRequest timeout for icmp_seq 0\nRequest timeout for icmp_seq 1\nRequest timeout for icmp_seq 2\n--- prod-server ping statistics ---\n3 packets transmitted, 0 packets received, 100.0% packet loss"}
{"role": "assistant", "content": "The server appears to be down. Let me check if there's an alternative deployment method."}
{"role": "user", "content": "Try using the VPS instead"}
{"role": "assistant", "content": "I'll try deploying to the VPS.", "tool_calls": [{"function": "terminal", "arguments": {"command": "ssh deploy@vps-server 'cd /app && git pull && docker-compose up -d'"}}]}
{"role": "tool", "content": "Permission denied (publickey)."}
{"role": "assistant", "content": "Permission denied. The SSH key might not be set up correctly. Let me check the SSH configuration.", "tool_calls": [{"function": "terminal", "arguments": {"command": "cat ~/.ssh/config"}}]}
{"role": "tool", "content": "Host vps-server\n HostName 167.99.126.228\n User deploy\n IdentityFile ~/.ssh/id_rsa_vps"}
{"role": "assistant", "content": "The SSH config looks correct. Let me check if the key exists.", "tool_calls": [{"function": "terminal", "arguments": {"command": "ls -la ~/.ssh/id_rsa_vps"}}]}
{"role": "tool", "content": "ls: /Users/user/.ssh/id_rsa_vps: No such file or directory"}
{"role": "assistant", "content": "The SSH key doesn't exist. This is a pitfall - we need to generate the SSH key first."}
{"role": "user", "content": "Generate a new SSH key for the VPS"}
{"role": "assistant", "content": "I'll generate a new SSH key.", "tool_calls": [{"function": "terminal", "arguments": {"command": "ssh-keygen -t rsa -b 4096 -f ~/.ssh/id_rsa_vps -N ''"}}]}
{"role": "tool", "content": "Generating public/private rsa key pair.\nYour identification has been saved in /Users/user/.ssh/id_rsa_vps\nYour public key has been saved in /Users/user/.ssh/id_rsa_vps.pub\nThe key fingerprint is:\nSHA256:abc123... user@machine"}
{"role": "assistant", "content": "SSH key generated. Now I need to add it to the VPS."}

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{"role": "user", "content": "Check the Gitea API for open issues"}
{"role": "assistant", "content": "I'll check the Gitea API for open issues.", "tool_calls": [{"function": "terminal", "arguments": {"command": "curl -H 'Authorization: token $GITEA_TOKEN' https://forge.alexanderwhitestone.com/api/v1/repos/Timmy_Foundation/compounding-intelligence/issues?state=open"}}]}
{"role": "tool", "content": "curl: (6) Could not resolve host: forge.alexanderwhitestone.com"}
{"role": "assistant", "content": "DNS resolution failed. Let me check the network connectivity.", "tool_calls": [{"function": "terminal", "arguments": {"command": "nslookup forge.alexanderwhitestone.com"}}]}
{"role": "tool", "content": "Server: 8.8.8.8\nAddress: 8.8.8.8#53\n\n** server can't find forge.alexanderwhitestone.com: NXDOMAIN"}
{"role": "assistant", "content": "The domain doesn't resolve. This might be a DNS issue. Let me try using the IP address directly.", "tool_calls": [{"function": "terminal", "arguments": {"command": "curl -H 'Authorization: token $GITEA_TOKEN' https://167.99.126.228/api/v1/repos/Timmy_Foundation/compounding-intelligence/issues?state=open"}}]}
{"role": "tool", "content": "curl: (60) SSL certificate problem: self signed certificate"}
{"role": "assistant", "content": "SSL certificate issue. The server is using a self-signed certificate. Let me try with -k flag to skip SSL verification.", "tool_calls": [{"function": "terminal", "arguments": {"command": "curl -k -H 'Authorization: token $GITEA_TOKEN' https://167.99.126.228/api/v1/repos/Timmy_Foundation/compounding-intelligence/issues?state=open"}}]}
{"role": "tool", "content": "[]"}
{"role": "assistant", "content": "No open issues found. The API returned an empty array."}
{"role": "user", "content": "Check if there are any pull requests"}
{"role": "assistant", "content": "Let me check for pull requests.", "tool_calls": [{"function": "terminal", "arguments": {"command": "curl -k -H 'Authorization: token $GITEA_TOKEN' https://167.99.126.228/api/v1/repos/Timmy_Foundation/compounding-intelligence/pulls?state=open"}}]}
{"role": "tool", "content": "[{"id": 20, "title": "feat: add harvester.py + session_reader.py — session knowledge extractor (closes #8)", "state": "open", "user": {"login": "Rockachopa"}, "created_at": "2026-04-14T17:28:20Z"}]"}
{"role": "assistant", "content": "Found 1 open pull request: PR #20 - "feat: add harvester.py + session_reader.py — session knowledge extractor (closes #8)" by Rockachopa."}

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{"role": "user", "content": "How do I deploy a new version of the application?"}
{"role": "assistant", "content": "Here's the deployment process:\n1. Run tests: pytest\n2. Build Docker image: docker build -t app:latest .\n3. Push to registry: docker push registry.example.com/app:latest\n4. Update production: ssh prod 'cd /app && docker-compose pull && docker-compose up -d'\n5. Verify: curl https://app.example.com/health"}
{"role": "user", "content": "What if tests fail?"}
{"role": "assistant", "content": "If tests fail:\n1. Check the error logs: pytest -v\n2. Fix the failing tests\n3. Re-run tests: pytest\n4. If still failing, check recent changes: git log --oneline -10\n5. Consider reverting: git revert HEAD"}
{"role": "user", "content": "What if the Docker build fails?"}
{"role": "assistant", "content": "If Docker build fails:\n1. Check Dockerfile syntax: docker build --no-cache -t app:latest .\n2. Check for missing dependencies: cat requirements.txt\n3. Check disk space: df -h\n4. Clean up Docker: docker system prune -f\n5. Try building with verbose output: docker build --progress=plain -t app:latest ."}
{"role": "user", "content": "What if the push to registry fails?"}
{"role": "assistant", "content": "If push to registry fails:\n1. Check registry credentials: docker login registry.example.com\n2. Check registry space: curl https://registry.example.com/v2/_catalog\n3. Check image size: docker images app:latest\n4. Try tagging with version: docker tag app:latest registry.example.com/app:v1.0.0\n5. Push with version tag: docker push registry.example.com/app:v1.0.0"}
{"role": "user", "content": "What if the production update fails?"}
{"role": "assistant", "content": "If production update fails:\n1. Check SSH connection: ssh prod 'echo connected'\n2. Check disk space on prod: ssh prod 'df -h'\n3. Check Docker status: ssh prod 'docker ps -a'\n4. Check logs: ssh prod 'docker-compose logs --tail=100'\n5. Rollback: ssh prod 'cd /app && git checkout HEAD~1 && docker-compose up -d'"}

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{"role": "user", "content": "I need to implement a new feature for the application"}
{"role": "assistant", "content": "I can help you implement a new feature. What feature would you like to add?"}
{"role": "user", "content": "I want to add user authentication"}
{"role": "assistant", "content": "User authentication is a good feature. I have a few questions:\n1. What authentication method do you prefer? (JWT, OAuth, Session-based)\n2. Do you need social login? (Google, GitHub, etc.)\n3. What user data do you need to store?\n4. Do you need role-based access control?\n5. What's your database? (PostgreSQL, MySQL, SQLite)"}
{"role": "user", "content": "I prefer JWT, no social login, just email and password, no roles, PostgreSQL"}
{"role": "assistant", "content": "Great choices. Here's the implementation plan:\n1. Create user model with email and password hash\n2. Create JWT token generation and validation\n3. Create login endpoint: POST /api/auth/login\n4. Create register endpoint: POST /api/auth/register\n5. Create middleware for protected routes\n6. Add password hashing with bcrypt\n7. Add rate limiting for login attempts\n8. Add password reset functionality\n9. Add email verification\n10. Test all endpoints"}
{"role": "user", "content": "What about password reset?"}
{"role": "assistant", "content": "For password reset:\n1. Create reset token table\n2. Create forgot password endpoint: POST /api/auth/forgot-password\n3. Send reset email with token\n4. Create reset password endpoint: POST /api/auth/reset-password\n5. Validate reset token and expiration\n6. Update password and delete token\n7. Send confirmation email"}
{"role": "user", "content": "What about email verification?"}
{"role": "assistant", "content": "For email verification:\n1. Add email_verified field to user model\n2. Create verification token table\n3. Send verification email on registration\n4. Create verify email endpoint: GET /api/auth/verify-email?token=...\n5. Validate token and update email_verified\n6. Add middleware to check email_verified for certain routes\n7. Add resend verification email endpoint"}
{"role": "user", "content": "What about rate limiting?"}
{"role": "assistant", "content": "For rate limiting:\n1. Use Redis for rate limit storage\n2. Create rate limit middleware\n3. Set limits: 5 login attempts per minute, 3 password resets per hour\n4. Return 429 Too Many Requests when limit exceeded\n5. Add X-RateLimit headers to responses\n6. Log rate limit violations\n7. Add whitelist for trusted IPs"}

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{"role": "user", "content": "Clone the repo at forge.alexanderwhitestone.com/Timmy_Foundation/compounding-intelligence"}
{"role": "assistant", "content": "I'll clone the repository for you.", "tool_calls": [{"function": "terminal", "arguments": {"command": "git clone https://forge.alexanderwhitestone.com/Timmy_Foundation/compounding-intelligence.git"}}]}
{"role": "tool", "content": "Cloning into 'compounding-intelligence'...\nremote: Enumerating objects: 15, done.\nremote: Counting objects: 100% (15/15), done.\nremote: Compressing objects: 100% (12/12), done.\nremote: Total 15 (delta 2), reused 0 (delta 0), pack-reused 0\nReceiving objects: 100% (15/15), done.\nResolving deltas: 100% (2/2), done."}
{"role": "assistant", "content": "Repository cloned successfully. Let me check the structure.", "tool_calls": [{"function": "terminal", "arguments": {"command": "ls -la compounding-intelligence/"}}]}
{"role": "tool", "content": "total 8\ndrwxr-xr-x 5 user staff 160 Apr 14 17:21 .\ndrwxr-xr-x 12 user staff 384 Apr 14 17:21 ..\ndrwxr-xr-x 13 user staff 416 Apr 14 17:21 .git\n-rw-r--r-- 1 user staff 1234 Apr 14 17:21 README.md\ndrwxr-xr-x 3 user staff 96 Apr 14 17:21 knowledge\n-rw-r--r-- 1 user staff 456 Apr 14 17:21 metrics\ndrwxr-xr-x 4 user staff 128 Apr 14 17:21 scripts\ndrwxr-xr-x 3 user staff 96 Apr 14 17:21 templates"}
{"role": "user", "content": "What files are in the templates directory?"}
{"role": "assistant", "content": "Let me check the templates directory.", "tool_calls": [{"function": "terminal", "arguments": {"command": "ls -la compounding-intelligence/templates/"}}]}
{"role": "tool", "content": "total 0\ndrwxr-xr-x 3 user staff 96 Apr 14 17:21 .\ndrwxr-xr-x 5 user staff 160 Apr 14 17:21 ..\n-rw-r--r-- 1 user staff 0 Apr 14 17:21 .gitkeep"}
{"role": "assistant", "content": "The templates directory currently only contains a .gitkeep file. No templates have been added yet."}
{"role": "user", "content": "Create a harvest-prompt.md template in the templates directory."}
{"role": "assistant", "content": "I'll create the harvest-prompt.md template for you.", "tool_calls": [{"function": "terminal", "arguments": {"command": "cat > compounding-intelligence/templates/harvest-prompt.md << 'EOF'\n# Knowledge Extraction Prompt\n\nExtract knowledge from session transcripts.\nEOF"}}]}
{"role": "tool", "content": ""}
{"role": "assistant", "content": "Template created successfully. The harvest-prompt.md file is now in the templates directory."}