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repowise2233admin/llm-as-a-verifier

Commits

Every commit scored for change-risk against this repo's own history, so 'elevated' means elevated here rather than on some global curve.

Needs review

4of 12 scored

4 commits sit in this repo's top risk tercile, which is 33% of the 12scored. The cut is drawn against this codebase's own history rather than a global curve, so a quiet repo still fills its top band, and here it starts at 2.8 out of 10. What pushes a commit up is size and spread together: a large change confined to one area scores below a smaller one scattered across a dozen files.

Fix commits00%Commits whose subject reads as a bug fix rather than new work.Written by an agent18%Read from commit trailers, so it counts what was declared.Change diffusion2.20bitsShannon entropy of a commit's churn across its files. Zero is a single file, and every extra bit is a doubling of how widely the change spread.Review threshold2.8out of 10Score a commit has to clear to land in this repo's top tercile.

How the work changed shape

Commit categories over time, read off the subject line. Fixes carry the accent because that is the series this chart exists to show.

Began docs-led, now leaning other.

Docs42%
Chore8%
Other50%
8%of indexed commits are agent-attributed(1 of 12)
claude (1)

Review-priority queue

Ranked by change-risk, highest first. Priority is a tercile of this repo's own distribution, so a quiet repo still fills its top band.

Commit review-priority queue
#CommitAuthorWhenLinesRiskTop driver
1
628d8fc5Release v0.2.0
jackyk02claudeassisted
5d ago+474.6K -367
88%Elevated
more lines added than baseline
2
b36f4875Initial commit
jackyk02
1mo ago+307.0K -230.7K
88%Elevated
more lines added than baseline
3
7cd93260Initial commit
jackyk02
4mo ago+230.8K -0
88%Elevated
more lines added than baseline
4
d846c727Update README.md
Jacky Kwok
4mo ago+4 -5
71%Elevated
fewer lines added than baseline
5
8ede2179Update README.md
Jacky Kwok
5d ago+2 -3
63%Typical
fewer lines added than baseline
6
115de305Revise LLM-as-a-Verifier metrics for Self-Verification
Jacky Kwok
4d ago+2 -2
54%Typical
fewer lines added than baseline
7
eeec9de7Update Bo5 script
Jacky Kwok
4d ago+1 -1
25%Below typical
fewer lines added than baseline
8
4c5cdafeUpdate the path for saving run summaries.
Jacky Kwok
1w ago+1 -1
25%Below typical
fewer lines added than baseline
9
17e29b91Update section title
Jacky Kwok
1mo ago+1 -1
25%Below typical
fewer lines added than baseline
10
7e257d2cUpdate README.md
Jacky Kwok
1mo ago+1 -1
25%Below typical
fewer lines added than baseline
11
53cac97dUpdate README
Jacky Kwok
1mo ago+1 -1
25%Below typical
fewer lines added than baseline
12
f399fe9bUpdate README
Jacky Kwok
4mo ago+1 -1
25%Below typical
fewer lines added than baseline
  • 628d8fc5Release v0.2.0
    Author
    jackyk02
    When
    5d ago
    Lines
    +474.6K -367
    Risk
    88%Elevated
  • b36f4875Initial commit
    Author
    jackyk02
    When
    1mo ago
    Lines
    +307.0K -230.7K
    Risk
    88%Elevated
  • 7cd93260Initial commit
    Author
    jackyk02
    When
    4mo ago
    Lines
    +230.8K -0
    Risk
    88%Elevated
  • d846c727Update README.md
    Author
    Jacky Kwok
    When
    4mo ago
    Lines
    +4 -5
    Risk
    71%Elevated
  • 8ede2179Update README.md
    Author
    Jacky Kwok
    When
    5d ago
    Lines
    +2 -3
    Risk
    63%Typical
  • 115de305Revise LLM-as-a-Verifier metrics for Self-Verification
    Author
    Jacky Kwok
    When
    4d ago
    Lines
    +2 -2
    Risk
    54%Typical
  • eeec9de7Update Bo5 script
    Author
    Jacky Kwok
    When
    4d ago
    Lines
    +1 -1
    Risk
    25%Below typical
  • 4c5cdafeUpdate the path for saving run summaries.
    Author
    Jacky Kwok
    When
    1w ago
    Lines
    +1 -1
    Risk
    25%Below typical
  • 17e29b91Update section title
    Author
    Jacky Kwok
    When
    1mo ago
    Lines
    +1 -1
    Risk
    25%Below typical
  • 7e257d2cUpdate README.md
    Author
    Jacky Kwok
    When
    1mo ago
    Lines
    +1 -1
    Risk
    25%Below typical
  • 53cac97dUpdate README
    Author
    Jacky Kwok
    When
    1mo ago
    Lines
    +1 -1
    Risk
    25%Below typical
  • f399fe9bUpdate README
    Author
    Jacky Kwok
    When
    4mo ago
    Lines
    +1 -1
    Risk
    25%Below typical
Showing 12 of 12 commits

How the score behaves here

Change risk →

Two views of the same model: where the cuts fall, and what commit shape lands you above them.

Score distribution

Every scored commit, binned on the raw 0 to 10 score rather than the percentile. Percentile ranks are uniform by construction, so that axis has no shape to draw. The dashed lines are the tercile cuts behind each row's priority pill.

07typical ↑elevated ↑0.05.010.0Change-risk score →
Below typical
Typical
Elevated

Size against diffusion

The 12 most recent commits, on their own recency sample rather than the feed above: that defaults to risk-sorted, so reusing it would plot only the top tercile and call it the spread. Big and scattered is what the model penalises. Click a dot to open it.

1101001,00010,000100,000Lines changed (log) →0.09.4Diffusion →
Below typical6
Typical2
Elevated4

Commit history for 2233admin/llm-as-a-verifier

2233admin/llm-as-a-verifier has 13 commits in its history from 2 contributors, the first of them Apr 9, 2026. In the last 90 days 12 files were touched, 21 times in total, most often __init__.py. Every commit is scored for change risk from its size, spread and the history of the files it touches.