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repowisegenieincodebottle/aiml-companion

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

13of 44 scored

13 commits sit in this repo's top risk tercile, which is 30% of the 44scored. 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 9.5 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 commits920%Commits whose subject reads as a bug fix rather than new work.Written by an agent12%Read from commit trailers, so it counts what was declared.Change diffusion1.90bitsShannon 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 threshold9.5out 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 feature-led, now leaning fix.

Feature36%
Fix25%
Refactor2%
Docs18%
Chore2%
Other16%
2%of indexed commits are agent-attributed(1 of 44)
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
4867277bUpdated script of latetst IPL 2026 matches
Rajesh
2mo ago+26.6K -14
97%Elevated
more lines added than baseline
2
439af4a6feat: add Claude Code setup, architecture diagrams, and improve README for beginners and several code changes
Rajesh
4mo ago+36.5K -4.2K
97%Elevated
more lines added than baseline
3
b806ba51feat: initial commit – add 8 AI/ML projects with structured architecture and modular setup
Rajesh
5mo ago+69.5K -0
97%Elevated
more lines added than baseline
4
31ec9d50feat: add multi-agent-anatomy, a runnable companion showing how multi-agent systems fail
Rajesh
1w ago+13.0K -0
89%Elevated
more lines added than baseline
5
2ba11ebcAdded ai-patterns notebooks
Rajesh
3mo ago+12.7K -0
89%Elevated
more lines added than baseline
6
10fb85f7feat: add Smart Claims Processor - multi-agent insurance claims system
Rajesh
4mo ago+7.8K -0
89%Elevated
more lines added than baseline
7
acce573eAdd Due Diligence Agent project: 6-agent research system with LangGraph
Rajesh
5mo ago+6.6K -0
89%Elevated
more lines added than baseline
8
fd4babd2Added multi-agents-app-on-aws project
Rajesh
3mo ago+3.6K -15
83%Elevated
more lines added than baseline
9
4d9a012dfeat: add IPL 2025 season data (74 matches) and update notebook for URL-based loading
Rajesh
4mo ago+1.5K -112
81%Elevated
more lines added than baseline
10
1e572013Align 5 project notebooks to Kaggle best practices
Rajesh
5mo ago+963 -100
78%Elevated
more lines added than baseline
11
533e788fchore: clean up code and remove unused part
Rajesh
2mo ago+636 -636
74%Elevated
more lines added than baseline
12
38e9fed8feat: add SVG architecture diagrams, replace ASCII art in README
Rajesh
4mo ago+620 -66
74%Elevated
more lines added than baseline
13
18466797feat: update notebook with new features and 2025 data references
Rajesh
4mo ago+668 -19.4K
74%Elevated
more lines added than baseline
14
3246e0b3fix: credit-risk serve API + model-serving lint/config, add tests
Rajesh
1w ago+680 -57
66%Typical
more lines added than baseline
15
f5474d9ffeat: close 10 gaps between prediction script and repo code
Rajesh
4mo ago+520 -9
66%Typical
more lines added than baseline
16
a2b77001feat: add XGBoost and Neural Network classifiers to IPL prediction pipeline
Rajesh
4mo ago+578 -190
66%Typical
more lines added than baseline
17
f56d2fceAlign project notebooks to Kaggle best practices
Rajesh
5mo ago+552 -85
66%Typical
more lines added than baseline
18
6c9d73dfClaude code setup
Rajesh
3w ago+361 -0
60%Typical
more lines added than baseline
19
ce189d0aUpdated claude code doc
Rajesh
3mo ago+140 -0
58%Typical
more lines added than baseline
20
ccfe8633Few fixes
Rajesh
2mo ago+150 -150
56%Typical
more lines added than baseline
21
e4fc5517Refectored project codebase with respect to latest gemini model changes
Rajesh
3w ago+113 -407
52%Typical
more lines added than baseline
22
6a794702Fix beginner friction points in due-diligence-agent
Rajesh
5mo ago+78 -95
52%Typical
more lines added than baseline
23
d487c24bdocs: update README, docstrings for new features and 2025 data
Rajesh
4mo ago+68 -21
48%Typical
more lines added than baseline
24
7a2e4727Swap Cohere to FlashRank, remove Makefile, simplify setup
Rajesh
5mo ago+65 -170
48%Typical
more lines added than baseline
25
937327eafix: agent projects e2e - ragas eval, test isolation, dynamic IDs
Rajesh
1w ago+69 -21
43%Typical
more lines added than baseline
26
eeeb2f00Fixed missing files issues
Rajesh
2mo ago+74 -0
43%Typical
more lines added than baseline
27
f32c9a69Swap OpenAI to Google Gemini in RAG Expert Assistant
Rajesh
5mo ago+50 -67
40%Typical
more lines added than baseline
28
c0347d46Add .gitignore for due-diligence-agent project
Rajesh
5mo ago+31 -0
38%Typical
more lines added than baseline
29
ed9eccb2docs: add "About the Platform" section + FAQ for aimlcompanion.ai
Rajesh Srivastavaclaudeassisted
4w ago+27 -0
35%Typical
more lines added than baseline
30
03ce49caReorder projects by progressive difficulty
Rajesh
5mo ago+23 -23
33%Below typical
more lines added than baseline
31
3110c7d6Add Due Diligence Agent to README, fix stale capstones/ paths
Rajesh
5mo ago+22 -10
31%Below typical
more lines added than baseline
32
a2c6ecfdAdd interactive walkthrough links for all 9 projects
Rajesh
5mo ago+18 -0
27%Below typical
more lines added than baseline
33
5e3455cfAdd AI-ML Companion link to all project READMEs
Rajesh
5mo ago+20 -0
27%Below typical
more scattered than baseline
34
a943895cAdd Smart Claims Processor as project #10 in README
Rajesh
4mo ago+17 -3
24%Below typical
more lines added than baseline
35
5b021804Add Walkthrough column with module links to projects table
Rajesh
5mo ago+11 -11
22%Below typical
more focused than baseline
36
26b559b1Fix strict Pydantic schemas causing agent fallback on valid LLM output
Rajesh
5mo ago+9 -68
19%Below typical
fewer lines added than baseline
37
ce064f81fix: use Huber loss for GBR regression (aligns with educational content)
Rajesh
4mo ago+7 -4
17%Below typical
fewer lines added than baseline
38
5575463fFix Multi-Agent notebook: swap OpenAI to Gemini
Rajesh
5mo ago+6 -104
15%Below typical
fewer lines added than baseline
39
7d6145acFix Windows terminal Unicode and stale model ref in notebook
Rajesh
5mo ago+4 -52
13%Below typical
fewer lines added than baseline
40
bdcd48a8fix: soften aggressive ML accuracy claims in IPL predictor
Rajesh
4mo ago+3 -13
10%Below typical
fewer lines added than baseline
41
185dc3ecUpdated link at README
Rajesh
4mo ago+3 -0
8%Below typical
fewer lines added than baseline
42
43fdcf9cUpdate project description in README
Rajesh Srivastava
5mo ago+2 -2
6%Below typical
fewer lines added than baseline
43
647db345Fix deprecated ragas.metrics import to ragas.metrics.collections
Rajesh
5mo ago+1 -1
3%Below typical
fewer lines added than baseline
44
97e5f057Updated link at the README
Rajesh
4mo ago+1 -0
1%Below typical
fewer lines added than baseline
  • 4867277bUpdated script of latetst IPL 2026 matches
    Author
    Rajesh
    When
    2mo ago
    Lines
    +26.6K -14
    Risk
    97%Elevated
  • 439af4a6feat: add Claude Code setup, architecture diagrams, and improve README for beginners and several code changes
    Author
    Rajesh
    When
    4mo ago
    Lines
    +36.5K -4.2K
    Risk
    97%Elevated
  • b806ba51feat: initial commit – add 8 AI/ML projects with structured architecture and modular setup
    Author
    Rajesh
    When
    5mo ago
    Lines
    +69.5K -0
    Risk
    97%Elevated
  • 31ec9d50feat: add multi-agent-anatomy, a runnable companion showing how multi-agent systems fail
    Author
    Rajesh
    When
    1w ago
    Lines
    +13.0K -0
    Risk
    89%Elevated
  • 2ba11ebcAdded ai-patterns notebooks
    Author
    Rajesh
    When
    3mo ago
    Lines
    +12.7K -0
    Risk
    89%Elevated
  • 10fb85f7feat: add Smart Claims Processor - multi-agent insurance claims system
    Author
    Rajesh
    When
    4mo ago
    Lines
    +7.8K -0
    Risk
    89%Elevated
  • acce573eAdd Due Diligence Agent project: 6-agent research system with LangGraph
    Author
    Rajesh
    When
    5mo ago
    Lines
    +6.6K -0
    Risk
    89%Elevated
  • fd4babd2Added multi-agents-app-on-aws project
    Author
    Rajesh
    When
    3mo ago
    Lines
    +3.6K -15
    Risk
    83%Elevated
  • 4d9a012dfeat: add IPL 2025 season data (74 matches) and update notebook for URL-based loading
    Author
    Rajesh
    When
    4mo ago
    Lines
    +1.5K -112
    Risk
    81%Elevated
  • 1e572013Align 5 project notebooks to Kaggle best practices
    Author
    Rajesh
    When
    5mo ago
    Lines
    +963 -100
    Risk
    78%Elevated
  • 533e788fchore: clean up code and remove unused part
    Author
    Rajesh
    When
    2mo ago
    Lines
    +636 -636
    Risk
    74%Elevated
  • 38e9fed8feat: add SVG architecture diagrams, replace ASCII art in README
    Author
    Rajesh
    When
    4mo ago
    Lines
    +620 -66
    Risk
    74%Elevated
  • 18466797feat: update notebook with new features and 2025 data references
    Author
    Rajesh
    When
    4mo ago
    Lines
    +668 -19.4K
    Risk
    74%Elevated
  • 3246e0b3fix: credit-risk serve API + model-serving lint/config, add tests
    Author
    Rajesh
    When
    1w ago
    Lines
    +680 -57
    Risk
    66%Typical
  • f5474d9ffeat: close 10 gaps between prediction script and repo code
    Author
    Rajesh
    When
    4mo ago
    Lines
    +520 -9
    Risk
    66%Typical
  • a2b77001feat: add XGBoost and Neural Network classifiers to IPL prediction pipeline
    Author
    Rajesh
    When
    4mo ago
    Lines
    +578 -190
    Risk
    66%Typical
  • f56d2fceAlign project notebooks to Kaggle best practices
    Author
    Rajesh
    When
    5mo ago
    Lines
    +552 -85
    Risk
    66%Typical
  • 6c9d73dfClaude code setup
    Author
    Rajesh
    When
    3w ago
    Lines
    +361 -0
    Risk
    60%Typical
  • ce189d0aUpdated claude code doc
    Author
    Rajesh
    When
    3mo ago
    Lines
    +140 -0
    Risk
    58%Typical
  • ccfe8633Few fixes
    Author
    Rajesh
    When
    2mo ago
    Lines
    +150 -150
    Risk
    56%Typical
  • e4fc5517Refectored project codebase with respect to latest gemini model changes
    Author
    Rajesh
    When
    3w ago
    Lines
    +113 -407
    Risk
    52%Typical
  • 6a794702Fix beginner friction points in due-diligence-agent
    Author
    Rajesh
    When
    5mo ago
    Lines
    +78 -95
    Risk
    52%Typical
  • d487c24bdocs: update README, docstrings for new features and 2025 data
    Author
    Rajesh
    When
    4mo ago
    Lines
    +68 -21
    Risk
    48%Typical
  • 7a2e4727Swap Cohere to FlashRank, remove Makefile, simplify setup
    Author
    Rajesh
    When
    5mo ago
    Lines
    +65 -170
    Risk
    48%Typical
  • 937327eafix: agent projects e2e - ragas eval, test isolation, dynamic IDs
    Author
    Rajesh
    When
    1w ago
    Lines
    +69 -21
    Risk
    43%Typical
  • eeeb2f00Fixed missing files issues
    Author
    Rajesh
    When
    2mo ago
    Lines
    +74 -0
    Risk
    43%Typical
  • f32c9a69Swap OpenAI to Google Gemini in RAG Expert Assistant
    Author
    Rajesh
    When
    5mo ago
    Lines
    +50 -67
    Risk
    40%Typical
  • c0347d46Add .gitignore for due-diligence-agent project
    Author
    Rajesh
    When
    5mo ago
    Lines
    +31 -0
    Risk
    38%Typical
  • ed9eccb2docs: add "About the Platform" section + FAQ for aimlcompanion.ai
    Author
    Rajesh Srivastava
    When
    4w ago
    Lines
    +27 -0
    Risk
    35%Typical
  • 03ce49caReorder projects by progressive difficulty
    Author
    Rajesh
    When
    5mo ago
    Lines
    +23 -23
    Risk
    33%Below typical
  • 3110c7d6Add Due Diligence Agent to README, fix stale capstones/ paths
    Author
    Rajesh
    When
    5mo ago
    Lines
    +22 -10
    Risk
    31%Below typical
  • a2c6ecfdAdd interactive walkthrough links for all 9 projects
    Author
    Rajesh
    When
    5mo ago
    Lines
    +18 -0
    Risk
    27%Below typical
  • 5e3455cfAdd AI-ML Companion link to all project READMEs
    Author
    Rajesh
    When
    5mo ago
    Lines
    +20 -0
    Risk
    27%Below typical
  • a943895cAdd Smart Claims Processor as project #10 in README
    Author
    Rajesh
    When
    4mo ago
    Lines
    +17 -3
    Risk
    24%Below typical
  • 5b021804Add Walkthrough column with module links to projects table
    Author
    Rajesh
    When
    5mo ago
    Lines
    +11 -11
    Risk
    22%Below typical
  • 26b559b1Fix strict Pydantic schemas causing agent fallback on valid LLM output
    Author
    Rajesh
    When
    5mo ago
    Lines
    +9 -68
    Risk
    19%Below typical
  • ce064f81fix: use Huber loss for GBR regression (aligns with educational content)
    Author
    Rajesh
    When
    4mo ago
    Lines
    +7 -4
    Risk
    17%Below typical
  • 5575463fFix Multi-Agent notebook: swap OpenAI to Gemini
    Author
    Rajesh
    When
    5mo ago
    Lines
    +6 -104
    Risk
    15%Below typical
  • 7d6145acFix Windows terminal Unicode and stale model ref in notebook
    Author
    Rajesh
    When
    5mo ago
    Lines
    +4 -52
    Risk
    13%Below typical
  • bdcd48a8fix: soften aggressive ML accuracy claims in IPL predictor
    Author
    Rajesh
    When
    4mo ago
    Lines
    +3 -13
    Risk
    10%Below typical
  • 185dc3ecUpdated link at README
    Author
    Rajesh
    When
    4mo ago
    Lines
    +3 -0
    Risk
    8%Below typical
  • 43fdcf9cUpdate project description in README
    Author
    Rajesh Srivastava
    When
    5mo ago
    Lines
    +2 -2
    Risk
    6%Below typical
  • 647db345Fix deprecated ragas.metrics import to ragas.metrics.collections
    Author
    Rajesh
    When
    5mo ago
    Lines
    +1 -1
    Risk
    3%Below typical
  • 97e5f057Updated link at the README
    Author
    Rajesh
    When
    4mo ago
    Lines
    +1 -0
    Risk
    1%Below typical
Showing 44 of 44 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.

013typical ↑↑ elevated0.05.010.0Change-risk score →
Below typical
Typical
Elevated

Size against diffusion

The 44 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.

1101001,00010,000Lines changed (log) →0.06.0Diffusion →
Below typical15
Typical16
Elevated13

Commit history for genieincodebottle/aiml-companion

genieincodebottle/aiml-companion has 45 commits in its history from 2 contributors, the first of them Mar 1, 2026. In the last 90 days 153 files were touched, 163 times in total, most often app.py. Every commit is scored for change risk from its size, spread and the history of the files it touches.