Rosa Novak

Engineer II · ML Platform · Data & ML

DormantActive 12d ago

Craft posture

-1 vs last month

Tokens used / mo

61M tokens

60,869,218 tokens · spend, not output

Optimizable / mo (est.)

13M tokens

21% of tokens recoverable

Acceptance rate

72%in band

0 sessions / wk · band ~55–80%

Craft posture vs team

60craft posture

-1vs last month

Where they're strong and where to coach — PROXY scores from telemetry; weights in Settings → Scoring

Prompt clarity58

Planning / plan mode49

Test-driven flow45

Context management52

Tool selection66

Diff review discipline59

Security hygiene71

Prioritized by value at stake

medium

Lead with tests — Test-driven flow

Scores 45/100 on Test-driven flow, the lowest in their profile.

Action: Coach on 'write the failing test first' loopExpected: Higher completion rate, fewer regressions

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