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Loopmason·Northwind Technologies/Whole organization
Sessions

Fix N+1 query in billing report

infra-terraform · claude-sonnet-4-6 · 106m · 2d ago · Blake Sullivan

Part of: IAM policy tightening

98
Session tokens
784K tokens
784K raw tokens
Avoidable tokens (est.)
94K tokens
12% of session
Quality
98
craft check score
Outcome
Completed

Loop replay

8 cycles · 2 corrections · 106m wall-clock

PromptGenerateVerifyCorrect
#1
16maccepted
#2
16maccepted
#3
12maccepted
correction
#4
18maccepted
#5
10maccepted
correction
#6
9maccepted
#7
13maccepted
#8
8maccepted

8 verify events · 0 accepts without verify — chips are pinned to the cycles that triggered them.

Ask this session

Grounded answers with mandatory cycle citations

Answers are PROXY — generated over the measured transcript. This query is visible to the engineer in their access log.

Quality analysis

What drove the score — pinned to its cycles

  • Verification discipline98

    Every accepted diff was preceded by a verify-type event

  • Plan-mode discipline73

    No plan-mode use in this session

  • Correction load68

    2 of 8 cycles were corrections of earlier output

  • Prompt clarity98

    Context, constraints, and a done-condition raise first-pass acceptance

Risk flags

Caught in this session

  • critical
    Destructive command
    Model proposed `rm -rf` on a tracked directory
    Flagged in-session by your risk rules