Viktor Sullivan

Engineer II · ML Platform · Data & ML

Power userActive 1d ago

Craft posture

-6 vs last month

Tokens used / mo

112M tokens

112,388,530 tokens · spend, not output

Optimizable / mo (est.)

11M tokens

10% of tokens recoverable

Acceptance rate

72%in band

22 sessions / wk · band ~55–80%

Craft posture vs team

82craft posture

-6vs last month

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

Prompt clarity93

Planning / plan mode92

Test-driven flow91

Context management67

Tool selection82

Diff review discipline66

Security hygiene96

Prioritized by value at stake

low

Review diffs before accepting — Diff review discipline

Scores 66/100 on Diff review discipline, the lowest in their profile.

Action: Introduce a pre-accept checklistExpected: higher accepted-diff stick rate (PROXY)

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