01 / FEATURED
autovalue canada
Transparent Canadian used-vehicle deal checker with VIN decode, matched comparables, and visible mileage modeling.
TypeScriptcanadadata-science
Upstream contributions · verified merges
XII — The twelfth labor
twelfthlaborbuilds useful software. Lands fixes upstream.
@twelfthlaborOpen source contributor263,300 stars behind the projects
From data tools to applications people can use, I turn ideas into working software. I also contribute fixes and documentation to open-source projects including TensorFlow, pandas, and pgcli.
5 merged
- 5
- Merged PRs
- 3
- Organizations
- 3
- Repositories
- 263k
- Stars reached
- 142
- Lines changed
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twelfthlabor✶
Built independently
Ideas into working software.
13 public projects. Tools, experiments, and applications I build and maintain.
02 / FEATURED
hiring signal radar
A transparent dashboard for exploring where technology companies are hiring, built from public employer career boards.
TypeScriptastrocareers
03 / FEATURED
ontario housing agent
Chat demo: tool-calling agent over a sanitized sample of Ontario for-sale listings.
TypeScript
Explore all 13 repositories — 10 more projects
zillow-puller
Research tool for collecting public Zillow listings by region
Python
parks-shuttle-bot
Guarded booking helper for Parks Canada Moraine Lake shuttle reservations.
JavaScript
MAAT
OSINT platform for finding missing children in Canada. Ingests MCSC data, performs digital footprint analysis, username enumeration, web mention scanning, and facial recognition cross-matching.
Python
ThreatScope
TypeScript
options-scanner
Python
popmart-unified-bot
This script aims to fetch pop mart boxes using Selenium
Python
bc-parks-ticket-bot
Automate ticket notification and fetching for bc parks pass with Selenium
Python
verbatim-coding-project
An end-to-end project for automated verbatim coding of customer reviews using Python, NLP, and Machine Learning.
Jupyter Notebook
End-to-End-ETL-Ecommerce-Dashboard
End-to-end business intelligence solution analyzing e-commerce performance with Python, SQL Server, and Power BI
TSQL
Product-Analysis-of-Amazon
Jupyter Notebook
01 — Selected work
Merged upstream into the foundations
Every entry is a real pull request reviewed and merged by maintainers of libraries used by millions of developers.
tensorflow/tensorflow
200,169C++
Fix SegmentMean forward gradients for empty segments
Fix SegmentMean forward gradients for empty segments
ready to pullsize:Sprtype:bugfix
PR
#127449
Merged
Sep 18, 2026
Files
2
Diff
+26 -2
tensorflow/tensorflow
200,169C++
Fix MatrixDiagPartV2 and MatrixSetDiagV2 gradients for ignored diagonal padding
Corrected diagonal-padding alignment in two TensorFlow gradient operations, with regression tests for graph and eager execution.
ready to pullcomp:opssize:Sprtype:bugfix
PR
#127408
Merged
Sep 16, 2026
Files
2
Diff
+40 -2
tensorflow/tensorflow
200,169C++
Fix MatrixDiagV2 gradient for ignored diagonal padding
Fixed MatrixDiagV2 gradients flowing through ignored padding by matching the operation's left-aligned diagonal layout.
ready to pullcomp:opssize:Sprtype:bugfix
PR
#127316
Merged
Sep 15, 2026
Files
2
Diff
+23 -1
pandas-dev/pandas
49,737Python
DOC: document pandas.api.typing.Expression
Documented pandas Expression objects, including deferred evaluation, composition, and links from the pandas.col API.
Docsexpressions
PR
#68368
Merged
Sep 15, 2026
Files
3
Diff
+40 -2
02 — The full ledger
Every merged pull request
Filter by project, search titles and descriptions, or sort by changed lines.
5 of 5
03 — Merge history
The timeline of landed work
A chronological trace of every fix that made it into main — newest first.
05merged pull requests
- Sep 2026Sep 18, 2026
- Sep 2026Sep 15, 2026
- Sep 2026Sep 15, 2026
- Sep 2026Sep 9, 2026
04 — Where the work landed
Languages, projects and orgs
Primary language per project
- Python2 projects
- C++1 project
134
Additions
8
Deletions
10
Files touched
05 — Get in touch
Let's push something upstream.
I'm always looking for the next real bug, documentation gap, or rough edge in the libraries everyone builds on. 3 foundational projects and counting.
XII — The last gate
The last, and the hardest.
The twelfth labor is the descent: into the dark, for the thing that matters. Everything in this ledger made the trip back — found upstream, fixed, merged, and carried into the light.
XIIback to the light