Liam Patel

Senior Engineer · ML Platform · Data & ML

ActiveActive 1h ago

Craft posture

+8 vs last month

Tokens used / mo

61M tokens

61,236,123 tokens · spend, not output

Optimizable / mo (est.)

10M tokens

17% of tokens recoverable

Acceptance rate

80%in band

6 sessions / wk · band ~55–80%

Craft posture vs team

68craft posture

+8vs last month

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

Prompt clarity66

Planning / plan mode57

Test-driven flow63

Context management73

Tool selection73

Diff review discipline51

Security hygiene78

Prioritized by value at stake

medium

Review diffs before accepting — Diff review discipline

Scores 51/100 on Diff review discipline, the lowest in their profile.

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

1 total

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