Persona Evaluation — condition7__focus_only__sample500_seed99

Field	Value
Persona	Nimesh Kulatunga
Judge model	openai/gpt-4.1-mini
Embed model	text-embedding-3-small
Rubric draws (k)	3
Total suggestions	30
Pipeline mode	hall_pass=skipped (active=False)

Bucket Distribution

Bucket	Count	% of total
Task Critical	6	20.0%
Quality Of Life	19	63.3%
Noise	5	16.7%

Set-Level Diversity Metrics

Metric	Value	Interpretation
DPP log-det	-27.6616	Higher = more diverse + high-quality set
Cluster coverage	1.000	Fraction of BGT clusters with a task-critical hit
ILAD	0.7023	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: 0.5777

Hallucination Summary

Filter: skipped. Hallucination pass skipped (no anti-GT). Penalty pinned to 1.0 so the composite formula and weights stay identical to the active mode and scores remain comparable across runs.

Filtered Hallucinations

Filter inactive — no suggestions were inspected for anti-GT hallucinations.

Top 5 Task-Critical Suggestions

#	ID	Quality	Title
1	11	0.980	ASMap Project Core: Focus on Erlay and P2P Efficiency
2	27	0.970	Pre-emptive Setup for Summer of Bitcoin 2026 Proposal
3	28	0.937	Access ASMap Data Sources for Stable Channels Research
4	30	0.870	Automate CSV to GitHub Markdown for Project Selection
5	7	0.750	Bridge Theory of Computing with GUMBO Logic

Top 5 Quality-of-Life Suggestions

#	ID	Quality	Title
1	17	0.970	Automate CSV Validation in Cursor with Python
2	2	0.887	Implement 'GUMBO' Documentation via Screen-to-Markdown
3	6	0.870	Implement Slack-to-Task Automation for logical-eng-ext
4	8	0.840	Automate GUMBO Documentation via Screen Recording
5	18	0.837	Sync Slack/Gmail Updates via 'Logical Data' Labels