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Loopmason·Northwind Technologies/Whole organization
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infra-terraform · claude-opus-4-8 · 85m · 1d ago · Zane Tanaka

Part of: IAM policy tightening

82
Session tokens
1.9M tokens
390K raw tokens
Avoidable tokens (est.)
1.8M tokens
90% of session
Quality
82
craft check score
Outcome
Abandoned

Loop replay

7 cycles · 3 corrections · 85m wall-clock

PromptGenerateVerifyCorrect
#1
14maccepted
#2
11mrevised
#3
15maccepted
correction
#4
7mrevised
correction
#5
12maccepted
#6
11maccepted
#7
15mabandoned
correction

5 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 discipline57

    No plan-mode use in this session

  • Correction load44

    3 of 7 cycles were corrections of earlier output

  • Prompt clarity88

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

Risk flags

Caught in this session

  • low
    Secret exposure
    Possible API key pasted into prompt context
    Flagged in-session by your risk rules