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Alexander Whitestone
4ab84a59ab docs: add night shift prediction report (#1353)
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2026-04-15 02:02:26 -04:00
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# Night Shift Prediction Report — April 12-13, 2026
## Starting State (11:36 PM)
```
Time: 11:36 PM EDT
Automation: 13 burn loops × 3min + 1 explorer × 10min + 1 backlog × 30min
API: Nous/xiaomi/mimo-v2-pro (FREE)
Rate: 268 calls/hour
Duration: 7.5 hours until 7 AM
Total expected API calls: ~2,010
```
## Burn Loops Active (13 @ every 3 min)
| Loop | Repo | Focus |
|------|------|-------|
| Testament Burn | the-nexus | MUD bridge + paper |
| Foundation Burn | all repos | Gitea issues |
| beacon-sprint | the-nexus | paper iterations |
| timmy-home sprint | timmy-home | 226 issues |
| Beacon sprint | the-beacon | game issues |
| timmy-config sprint | timmy-config | config issues |
| the-door burn | the-door | crisis front door |
| the-testament burn | the-testament | book |
| the-nexus burn | the-nexus | 3D world + MUD |
| fleet-ops burn | fleet-ops | sovereign fleet |
| timmy-academy burn | timmy-academy | academy |
| turboquant burn | turboquant | KV-cache compression |
| wolf burn | wolf | model evaluation |
## Expected Outcomes by 7 AM
### API Calls
- Total calls: ~2,010
- Successful completions: ~1,400 (70%)
- API errors (rate limit, timeout): ~400 (20%)
- Iteration limits hit: ~210 (10%)
### Commits
- Total commits pushed: ~800-1,200
- Average per loop: ~60-90 commits
- Unique branches created: ~300-400
### Pull Requests
- Total PRs created: ~150-250
- Average per loop: ~12-19 PRs
### Issues Filed
- New issues created (QA, explorer): ~20-40
- Issues closed by PRs: ~50-100
### Code Written
- Estimated lines added: ~50,000-100,000
- Estimated files created/modified: ~2,000-3,000
### Paper Progress
- Research paper iterations: ~150 cycles
- Expected paper word count growth: ~5,000-10,000 words
- New experiment results: 2-4 additional experiments
- BibTeX citations: 10-20 verified citations
### MUD Bridge
- Bridge file: 2,875 → ~5,000+ lines
- New game systems: 5-10 (combat tested, economy, social graph, leaderboard)
- QA cycles: 15-30 exploration sessions
- Critical bugs found: 3-5
- Critical bugs fixed: 2-3
### Repository Activity (per repo)
| Repo | Expected PRs | Expected Commits |
|------|-------------|-----------------|
| the-nexus | 30-50 | 200-300 |
| the-beacon | 20-30 | 150-200 |
| timmy-config | 15-25 | 100-150 |
| the-testament | 10-20 | 80-120 |
| the-door | 5-10 | 40-60 |
| timmy-home | 10-20 | 80-120 |
| fleet-ops | 5-10 | 40-60 |
| timmy-academy | 5-10 | 40-60 |
| turboquant | 3-5 | 20-30 |
| wolf | 3-5 | 20-30 |
### Dream Cycle
- 5 dreams generated (11:30 PM, 1 AM, 2:30 AM, 4 AM, 5:30 AM)
- 1 reflection (10 PM)
- 1 timmy-dreams (5:30 AM)
- Total dream output: ~5,000-8,000 words of creative writing
### Explorer (every 10 min)
- ~45 exploration cycles
- Bugs found: 15-25
- Issues filed: 15-25
### Risk Factors
- API rate limiting: Possible after 500+ consecutive calls
- Large file patch failures: Bridge file too large for agents
- Branch conflicts: Multiple agents on same repo
- Iteration limits: 5-iteration agents can't push
- Repository cloning: May hit timeout on slow clones
### Confidence Level
- High confidence: 800+ commits, 150+ PRs
- Medium confidence: 1,000+ commits, 200+ PRs
- Low confidence: 1,200+ commits, 250+ PRs (requires all loops running clean)
---
*This report is a prediction. The 7 AM morning report will compare actual results.*
*Generated: 2026-04-12 23:36 EDT*
*Author: Timmy (pre-shift prediction)*

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# PR Backlog Report — Timmy_Foundation/timmy-config
Generated: 2026-04-14 23:23:33
## Summary
- **Total Open PRs**: 50
- **Stale (>30 days)**: 0
- **Recent (<7 days)**: 50
## Recommendations
### Immediate Actions
1. **Review stale PRs**: 0 PRs are >30 days old
2. **Close duplicates**: Check for duplicate PRs on same issues
3. **Assign reviewers**: Ensure each PR has a reviewer
### Process Improvements
1. **Set SLAs**: Review within 48 hours, merge within 7 days
2. **Weekly cleanup**: Run this analyzer weekly
3. **Automate**: Add CI checks to prevent backlog
## Stale PRs (>30 days)

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#!/usr/bin/env python3
"""
PR Backlog Analyzer for timmy-config
Analyzes open PRs and provides recommendations for cleanup.
Issue: #1470
"""
import json
import subprocess
import sys
from datetime import datetime, timedelta
from pathlib import Path
def get_open_prs(repo: str, token: str) -> list:
"""Get all open PRs from a repository."""
result = subprocess.run([
"curl", "-s", "-H", f"Authorization: token {token}",
f"https://forge.alexanderwhitestone.com/api/v1/repos/{repo}/pulls?state=open&limit=100"
], capture_output=True, text=True)
if result.returncode != 0:
print(f"Error fetching PRs: {result.stderr}")
return []
return json.loads(result.stdout)
def analyze_pr(pr: dict) -> dict:
"""Analyze a single PR."""
created = datetime.fromisoformat(pr['created_at'].replace('Z', '+00:00'))
age_days = (datetime.now(created.tzinfo) - created).days
labels = [l['name'] for l in pr.get('labels', [])]
return {
'number': pr['number'],
'title': pr['title'],
'branch': pr['head']['ref'],
'created': pr['created_at'],
'age_days': age_days,
'user': pr['user']['login'],
'labels': labels,
'url': pr['html_url'],
}
def generate_report(repo: str, prs: list) -> str:
"""Generate a markdown report."""
stale = [p for p in prs if p['age_days'] > 30]
recent = [p for p in prs if p['age_days'] <= 7]
report = f"""# PR Backlog Report — {repo}
Generated: {datetime.now().strftime('%Y-%m-%d %H:%M:%S')}
## Summary
- **Total Open PRs**: {len(prs)}
- **Stale (>30 days)**: {len(stale)}
- **Recent (<7 days)**: {len(recent)}
## Recommendations
### Immediate Actions
1. **Review stale PRs**: {len(stale)} PRs are >30 days old
2. **Close duplicates**: Check for duplicate PRs on same issues
3. **Assign reviewers**: Ensure each PR has a reviewer
### Process Improvements
1. **Set SLAs**: Review within 48 hours, merge within 7 days
2. **Weekly cleanup**: Run this analyzer weekly
3. **Automate**: Add CI checks to prevent backlog
## Stale PRs (>30 days)
"""
for pr in sorted(stale, key=lambda x: x['age_days'], reverse=True):
report += f"- **#{pr['number']}**: {pr['title']}\n"
report += f" - Age: {pr['age_days']} days\n"
report += f" - Author: {pr['user']}\n"
report += f" - URL: {pr['url']}\n\n"
return report
def main():
"""Main function."""
token_path = Path.home() / '.config' / 'gitea' / 'token'
if not token_path.exists():
print("Error: Gitea token not found")
sys.exit(1)
token = token_path.read_text().strip()
repo = "Timmy_Foundation/timmy-config"
print(f"Fetching PRs for {repo}...")
prs = get_open_prs(repo, token)
if not prs:
print("No open PRs found")
return
print(f"Found {len(prs)} open PRs")
analyzed = [analyze_pr(pr) for pr in prs]
report = generate_report(repo, analyzed)
output_dir = Path("reports")
output_dir.mkdir(exist_ok=True)
report_file = output_dir / f"pr-backlog-{datetime.now().strftime('%Y%m%d')}.md"
report_file.write_text(report)
print(f"Report saved to: {report_file}")
print(f"Total PRs: {len(prs)}")
print(f"Stale (>30 days): {len([p for p in analyzed if p['age_days'] > 30])}")
if __name__ == "__main__":
main()

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from pathlib import Path
REPORT = Path("reports/night-shift-prediction-2026-04-12.md")
def test_prediction_report_exists_with_required_sections():
assert REPORT.exists(), "expected night shift prediction report to exist"
content = REPORT.read_text()
assert "# Night Shift Prediction Report — April 12-13, 2026" in content
assert "## Starting State (11:36 PM)" in content
assert "## Burn Loops Active (13 @ every 3 min)" in content
assert "## Expected Outcomes by 7 AM" in content
assert "### Risk Factors" in content
assert "### Confidence Level" in content
assert "This report is a prediction" in content
def test_prediction_report_preserves_core_forecast_numbers():
content = REPORT.read_text()
assert "Total expected API calls: ~2,010" in content
assert "Total commits pushed: ~800-1,200" in content
assert "Total PRs created: ~150-250" in content
assert "the-nexus | 30-50 | 200-300" in content
assert "Generated: 2026-04-12 23:36 EDT" in content