v1v2
role
trust
Loopmason·Northwind Technologies/Whole organization
Engineers
CI

Chen Iyer

Engineer II · ML Platform · Data & ML

Power userActive 22h ago
Craft posture
83
+5 vs last month
Tokens used / mo
44M tokens
44,165,101 tokens · spend, not output
Optimizable / mo (est.)
4.4M tokens
10% of tokens recoverable
Acceptance rate
60%in band
21 sessions / wk · band ~55–80%

Craft score

Craft posture vs team

83craft posture
+5vs last month

Skill profile

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

Prompt clarity84
Planning / plan mode73
Test-driven flow70
Context management66
Tool selection95
Diff review discipline94
Security hygiene77

Recommended coaching

Prioritized by value at stake

low
Tighten context managementContext management

Scores 66/100 on Context management, the lowest in their profile.

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

Risk flags

2 total

  • critical
    Prod access
    Session touched production database credentials
  • low
    Prod access
    Session touched production database credentials

Coaching notes

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