Persona Evaluation — condition8__all_sources__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	50
Pipeline mode	hall_pass=skipped (active=False)

Bucket Distribution

Bucket	Count	% of total
Task Critical	5	10.0%
Quality Of Life	14	28.0%
Noise	31	62.0%

Set-Level Diversity Metrics

Metric	Value	Interpretation
DPP log-det	-12.7036	Higher = more diverse + high-quality set
Cluster coverage	1.000	Fraction of BGT clusters with a task-critical hit
ILAD	0.6756	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: 0.6457

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	18	0.980	Pre-emptive Setup of Bitcoin Core Regtest Environment
2	17	0.970	Use a Structured Project Proposal Template
3	107	0.970	Pre-empt Proposal Feedback with Edge Case Testing
4	119	0.870	Automate Summer of Bitcoin GitHub Monitoring
5	4	0.837	Prepare for the 'Proof of Work' Initial Task

Top 5 Quality-of-Life Suggestions

#	ID	Quality	Title
1	32	1.000	Implement 'LDK-Sample' for Rapid Lightning Prototyping
2	81	0.967	Implement Pre-Merge Conflict Checks
3	27	0.920	Sync Selection Timeline to Calendar with Buffer
4	22	0.903	Set Up Polar for Local Lightning Testing
5	25	0.903	Optimize Discord for Role-Based Opportunities