| Field |
Value |
| Persona |
Nimesh Kulatunga |
| Judge model |
openai/gpt-4.1-mini |
| Embed model |
text-embedding-3-small |
| Rubric draws (k) |
3 |
| Total suggestions |
50 |
| Pipeline mode |
hall_pass=anti_gt (active=True) |
Bucket Distribution
| Bucket |
Count |
% of total |
| Task Critical |
16 |
32.0% |
| Quality Of Life |
23 |
46.0% |
| Noise |
11 |
22.0% |
| Hallucinated |
0 |
0.0% |
Set-Level Diversity Metrics
| Metric |
Value |
Interpretation |
| DPP log-det |
-35.8823 |
Higher = more diverse + high-quality set |
| Cluster coverage |
1.000 |
Fraction of BGT clusters with a task-critical hit |
| ILAD |
0.6824 |
Mean pairwise distance; higher = more diverse |
| Redundancy rate |
0.000 |
Fraction of near-duplicate suggestions (cos > 0.9) |
Composite Score
| Component |
Weight |
Value |
| DPP set score (normalised) |
0.5 |
— |
| Cluster coverage |
0.3 |
1.000 |
| Mean quality (non-hallucinated) |
0.2 |
— |
| Hallucination penalty |
alpha=0.5 |
x 1.0000 |
Composite score: 0.6167
Hallucination Summary
Filter: anti_gt (active). Flagged 0 / 50 suggestions (rate 0.0%). Composite hallucination penalty: 1.0000.
Filtered Hallucinations
No suggestions were flagged as hallucinations.
Top 5 Task-Critical Suggestions
| # |
ID |
Quality |
Title |
| 1 |
188 |
1.000 |
Automate GUMBO Schema Sync to Google Drive |
| 2 |
212 |
1.000 |
Use Regex for WhatsApp Export Cleaning |
| 3 |
229 |
1.000 |
Fix Gmail API Scopes for Composio Integration |
| 4 |
234 |
1.000 |
Implement Unified Provider Factory for GUMBO |
| 5 |
248 |
1.000 |
Add 'SessionMetadata' to GUMBO Schema v1.1 |
Top 5 Quality-of-Life Suggestions
| # |
ID |
Quality |
Title |
| 1 |
179 |
1.000 |
Sync GUMBO 'Focus' Mode with Virtual Desktop 3 |
| 2 |
49 |
0.980 |
Configure Local OCR for Screen Observer Data Extraction |
| 3 |
184 |
0.960 |
Schedule High-Risk Ingestion During Low-Traffic Windows |
| 4 |
210 |
0.960 |
Schedule Test Runs During 'logical-eng-ext' Peak Hours |
| 5 |
244 |
0.933 |
Automate LaTeX Schema Sync to Google Drive |