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Cockpit · Knowledge pillar

Knowledge

Patterns, context, and institutional memory

Knowledge signals: 4 active patterns, 173 reuses across 4 repos. Shadow concentration rising in marcus-webb.

medium confidence· 87 events

Pattern Spread — cross-repo reuse

PatternOccurrencesReusesReposTeamsReuse RateCross-repo Multiplier
Shared Validation Pattern11272436400%18.0×
Security Middleware Pattern9858435900%14.5×
Auth Token Flow4528116200%1.0×
Webhook Retry Logic3415224400%2.3×

Shadow Knowledge — bus-factor signal

Higher index means a larger share of this engineer’s recent touches are on files only they modify — a bus-factor signal, not a blame signal.

marcus-webb

0.31

19 concentrated files

Consider pairing sessions on billing/ to spread knowledge

priya-k

0.24

14 concentrated files

Concentration rising — schedule knowledge transfer for webhooks/

sara-chen

0.12

8 concentrated files

Knowledge well-distributed — no action needed

Active lessons are preventing the same failure modes from recurring. → View Lessons Ledger

Aggregate signals only — no individual productivity tracking.