Liam Bose

Software Engineer · ML Platform · Data & ML

ActiveActive 0m ago

Craft posture

+8 vs last month

Tokens used / mo

81M tokens

81,312,935 tokens · spend, not output

Optimizable / mo (est.)

16M tokens

20% of tokens recoverable

Acceptance rate

77%in band

10 sessions / wk · band ~55–80%

Craft posture vs team

63craft posture

+8vs last month

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

Prompt clarity71

Planning / plan mode54

Test-driven flow69

Context management74

Tool selection55

Diff review discipline67

Security hygiene65

Prioritized by value at stake

medium

Adopt plan mode for large tasks — Planning / plan mode

Scores 54/100 on Planning / plan mode, the lowest in their profile.

Action: Enable plan-first on multi-file changes; review one togetherExpected: Fewer wrong-direction reworks

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