Ines Haddad

Software Engineer · ML Platform · Data & ML

ActiveActive 17h ago

Craft posture

-2 vs last month

Tokens used / mo

96M tokens

96,048,161 tokens · spend, not output

Optimizable / mo (est.)

15M tokens

16% of tokens recoverable

Acceptance rate

57%in band

7 sessions / wk · band ~55–80%

Craft posture vs team

71craft posture

-2vs last month

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

Prompt clarity70

Planning / plan mode83

Test-driven flow68

Context management61

Tool selection81

Diff review discipline69

Security hygiene62

Prioritized by value at stake

low

Tighten context management — Context management

Scores 61/100 on Context management, the lowest in their profile and has 3 open risk flag(s).

Action: Teach scoping files & /clear discipline on long sessionsExpected: ~20% token savings

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