Jamal Shah

Engineer II · Growth · Product Engineering

ActiveActive 1d ago

Craft posture

-1 vs last month

Tokens used / mo

69M tokens

69,300,281 tokens · spend, not output

Optimizable / mo (est.)

12M tokens

18% of tokens recoverable

Acceptance rate

54%below band

14 sessions / wk · band ~55–80%

Craft posture vs team

66craft posture

-1vs last month

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

Prompt clarity63

Planning / plan mode69

Test-driven flow62

Context management74

Tool selection72

Diff review discipline73

Security hygiene67

Prioritized by value at stake

low

Lead with tests — Test-driven flow

Scores 62/100 on Test-driven flow, the lowest in their profile and has 3 open risk flag(s).

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

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