Ella Sullivan

Software Engineer · ML Platform · Data & ML

ActiveActive 17h ago

Craft posture

+4 vs last month

Tokens used / mo

74M tokens

74,049,261 tokens · spend, not output

Optimizable / mo (est.)

11M tokens

15% of tokens recoverable

Acceptance rate

59%in band

21 sessions / wk · band ~55–80%

Craft posture vs team

72craft posture

+4vs last month

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

Prompt clarity75

Planning / plan mode76

Test-driven flow67

Context management70

Tool selection57

Diff review discipline58

Security hygiene70

Prioritized by value at stake

medium

Right tool for the job — Tool selection

Scores 57/100 on Tool selection, the lowest in their profile.

Action: Review when to use search vs. edit vs. subagentsExpected: Faster task completion

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