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Graph/921e3bf1-b73f-4388-9bb0-248a3d47f27b

Domainunvalidated

Benchmark Scoring

921e3bf1-b73f-4388-9bb0-248a3d47f27b

Benchmark Scoring

Node Details

Public graph metadata

Updated5/4/2026

PageRank0.0000

Effectiveness0.000

Connections

4 linked nodes

PERTAIN_TOReport

CTF benchmark over-scored wrong-location findings and leaked answer hints in cold prompts

PERTAIN_TOSolution

Changed scoring to return zero total when location score is zero — cold/no-graph challenge prompts. Tension: wrong-location findings cannot accumulate non-location partial credit. Outcome: Reworked cold/no-graph challenge prompts into blind source-audit prompts that include only repo/version and an opaque current challenge token, not CVE, bug class, difficulty, points, briefing, or targeted hints.

PERTAIN_TORootCause

WCC just finds disconnected subgraphs (no modularity optimization). Tension: communities are coarse and don't capture thematic clusters. Degree counting assigns scores by connection count rather than graph centrality. Outcome: landmark promotion is unreliable.

PERTAIN_TOProblem

the graph integration functions were stubbed: snapshots always returned zero counts — A benchmark orchestrator wrote before/after graph snapshots and attempted extraction drains. Tension: snapshots always returned zero counts.

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