Home
Open for work
Portrait of Hans Fuchs

Hans Fuchs

[ Quality Fanatic ]

Webmaster & Staff Software Engineer

Since 2016, I’ve had the privilege of being part of founding teams for corporate and venture-backed startups, owning critical aspects of product development and web infrastructure.

I enjoy optimizing processes beyond what was thought to be possible, in pursuit of maximum performance without compromising code and product quality.

[ Current position ]

Head of Tech Quality @ doinstruct

Backed by HV Capital with €16.5m, €26m total

I optimize and maintain the entire CI/CD pipeline as well as local and remote quality gates, build specialized tooling for automation, and routinely resolve critical/high prod issues, enabling devs across all teams to work more efficiently and with less headaches.

[ Accomplishments ]

Scaled CI for agentic development: 4x increase in PR checks with 1.8x increase in GitHub Actions spend. Thanks to the monorepo migration, just 28% more devs produced 331% more output.

4× the runs for 1.8× the bill
index, Aug 10 = 1check runsbill0×2×4×Jun 1Oct 124.0×1.8×wk Aug 10 = 1×optimizationJun 1 check runs: 0.3× bill: 0.3×Jun 8 check runs: 0.2× bill: 0.2×Jun 15 check runs: 0.3× bill: 0.3×Jun 22 check runs: 0.3× bill: 0.3×Jun 29 check runs: 0.3× bill: 0.3×Jul 6 check runs: 0.8× bill: 0.7×Jul 13 check runs: 1.2× bill: 1.0×Jul 20 check runs: 1.0× bill: 0.9×Jul 27 check runs: 1.1× bill: 1.0×Aug 3 check runs: 1.0× bill: 0.9×Aug 10 check runs: 1× bill: 1×Aug 17 check runs: 1.0× bill: 0.7×Aug 24 check runs: 1.3× bill: 0.8×Aug 31 check runs: 1.9× bill: 1.1×Sep 7 check runs: 1.9× bill: 0.8×Sep 14 check runs: 1.5× bill: 0.8×Sep 21 check runs: 1.4× bill: 0.9×Sep 28 check runs: 4.0× bill: 1.8×Oct 5 check runs: 3.0× bill: 1.9×Oct 12 check runs: 1.8× bill: 1.0×index, Aug 10 = 1check runsbill0×2×4×Jun 1Oct 124.0×1.8×wk Aug 10 = 1×optimizationJun 1 check runs: 0.3× bill: 0.3×Jun 8 check runs: 0.2× bill: 0.2×Jun 15 check runs: 0.3× bill: 0.3×Jun 22 check runs: 0.3× bill: 0.3×Jun 29 check runs: 0.3× bill: 0.3×Jul 6 check runs: 0.8× bill: 0.7×Jul 13 check runs: 1.2× bill: 1.0×Jul 20 check runs: 1.0× bill: 0.9×Jul 27 check runs: 1.1× bill: 1.0×Aug 3 check runs: 1.0× bill: 0.9×Aug 10 check runs: 1× bill: 1×Aug 17 check runs: 1.0× bill: 0.7×Aug 24 check runs: 1.3× bill: 0.8×Aug 31 check runs: 1.9× bill: 1.1×Sep 7 check runs: 1.9× bill: 0.8×Sep 14 check runs: 1.5× bill: 0.8×Sep 21 check runs: 1.4× bill: 0.9×Sep 28 check runs: 4.0× bill: 1.8×Oct 5 check runs: 3.0× bill: 1.9×Oct 12 check runs: 1.8× bill: 1.0×index, Aug 10 = 1check runsbill0×1×2×3×4×5×Jun 1Jul 20Oct 124.0×1.8×wk Aug 10 = 1×optimizationJun 1 check runs: 0.3× bill: 0.3×Jun 8 check runs: 0.2× bill: 0.2×Jun 15 check runs: 0.3× bill: 0.3×Jun 22 check runs: 0.3× bill: 0.3×Jun 29 check runs: 0.3× bill: 0.3×Jul 6 check runs: 0.8× bill: 0.7×Jul 13 check runs: 1.2× bill: 1.0×Jul 20 check runs: 1.0× bill: 0.9×Jul 27 check runs: 1.1× bill: 1.0×Aug 3 check runs: 1.0× bill: 0.9×Aug 10 check runs: 1× bill: 1×Aug 17 check runs: 1.0× bill: 0.7×Aug 24 check runs: 1.3× bill: 0.8×Aug 31 check runs: 1.9× bill: 1.1×Sep 7 check runs: 1.9× bill: 0.8×Sep 14 check runs: 1.5× bill: 0.8×Sep 21 check runs: 1.4× bill: 0.9×Sep 28 check runs: 4.0× bill: 1.8×Oct 5 check runs: 3.0× bill: 1.9×Oct 12 check runs: 1.8× bill: 1.0×index, Aug 10 = 1check runsbill0×1×2×3×4×5×Jun 1Jul 6Aug 10Oct 124.0×1.8×wk Aug 10 = 1×optimizationJun 1 check runs: 0.3× bill: 0.3×Jun 8 check runs: 0.2× bill: 0.2×Jun 15 check runs: 0.3× bill: 0.3×Jun 22 check runs: 0.3× bill: 0.3×Jun 29 check runs: 0.3× bill: 0.3×Jul 6 check runs: 0.8× bill: 0.7×Jul 13 check runs: 1.2× bill: 1.0×Jul 20 check runs: 1.0× bill: 0.9×Jul 27 check runs: 1.1× bill: 1.0×Aug 3 check runs: 1.0× bill: 0.9×Aug 10 check runs: 1× bill: 1×Aug 17 check runs: 1.0× bill: 0.7×Aug 24 check runs: 1.3× bill: 0.8×Aug 31 check runs: 1.9× bill: 1.1×Sep 7 check runs: 1.9× bill: 0.8×Sep 14 check runs: 1.5× bill: 0.8×Sep 21 check runs: 1.4× bill: 0.9×Sep 28 check runs: 4.0× bill: 1.8×Oct 5 check runs: 3.0× bill: 1.9×Oct 12 check runs: 1.8× bill: 1.0×index, Aug 10 = 1check runsbill0×1×2×3×4×5×Jun 1Jun 29Jul 27Aug 24Oct 124.0×1.8×wk Aug 10 = 1×optimizationJun 1 check runs: 0.3× bill: 0.3×Jun 8 check runs: 0.2× bill: 0.2×Jun 15 check runs: 0.3× bill: 0.3×Jun 22 check runs: 0.3× bill: 0.3×Jun 29 check runs: 0.3× bill: 0.3×Jul 6 check runs: 0.8× bill: 0.7×Jul 13 check runs: 1.2× bill: 1.0×Jul 20 check runs: 1.0× bill: 0.9×Jul 27 check runs: 1.1× bill: 1.0×Aug 3 check runs: 1.0× bill: 0.9×Aug 10 check runs: 1× bill: 1×Aug 17 check runs: 1.0× bill: 0.7×Aug 24 check runs: 1.3× bill: 0.8×Aug 31 check runs: 1.9× bill: 1.1×Sep 7 check runs: 1.9× bill: 0.8×Sep 14 check runs: 1.5× bill: 0.8×Sep 21 check runs: 1.4× bill: 0.9×Sep 28 check runs: 4.0× bill: 1.8×Oct 5 check runs: 3.0× bill: 1.9×Oct 12 check runs: 1.8× bill: 1.0×
Headcount +28 %. Output +331 %.
index, Jan 25 = 100merged PRsdevelopers0200400Jan 25Sep 26431128Jan 2025 = 100monorepo5 apps joinJan 25 merged PRs: 100 developers: 100Feb 25 merged PRs: 96 developers: 89Mar 25 merged PRs: 113 developers: 106Apr 25 merged PRs: 100 developers: 111May 25 merged PRs: 131 developers: 111Jun 25 merged PRs: 118 developers: 122Jul 25 merged PRs: 183 developers: 133Aug 25 merged PRs: 194 developers: 133Sep 25 merged PRs: 180 developers: 133Oct 25 merged PRs: 170 developers: 128Nov 25 merged PRs: 154 developers: 122Dec 25 merged PRs: 111 developers: 117Jan 26 merged PRs: 109 developers: 128Feb 26 merged PRs: 120 developers: 128Mar 26 merged PRs: 143 developers: 122Apr 26 merged PRs: 132 developers: 122May 26 merged PRs: 136 developers: 117Jun 26 merged PRs: 112 developers: 117Jul 26 merged PRs: 301 developers: 139Aug 26 merged PRs: 332 developers: 117Sep 26 merged PRs: 431 developers: 128index, Jan 25 = 100merged PRsdevelopers0200400Jan 25Sep 26431128Jan 2025 = 100monorepo5 apps joinJan 25 merged PRs: 100 developers: 100Feb 25 merged PRs: 96 developers: 89Mar 25 merged PRs: 113 developers: 106Apr 25 merged PRs: 100 developers: 111May 25 merged PRs: 131 developers: 111Jun 25 merged PRs: 118 developers: 122Jul 25 merged PRs: 183 developers: 133Aug 25 merged PRs: 194 developers: 133Sep 25 merged PRs: 180 developers: 133Oct 25 merged PRs: 170 developers: 128Nov 25 merged PRs: 154 developers: 122Dec 25 merged PRs: 111 developers: 117Jan 26 merged PRs: 109 developers: 128Feb 26 merged PRs: 120 developers: 128Mar 26 merged PRs: 143 developers: 122Apr 26 merged PRs: 132 developers: 122May 26 merged PRs: 136 developers: 117Jun 26 merged PRs: 112 developers: 117Jul 26 merged PRs: 301 developers: 139Aug 26 merged PRs: 332 developers: 117Sep 26 merged PRs: 431 developers: 128index, Jan 25 = 100merged PRsdevelopers0200400Jan 25Aug 25Sep 26431128Jan 2025 = 100monorepo5 apps joinJan 25 merged PRs: 100 developers: 100Feb 25 merged PRs: 96 developers: 89Mar 25 merged PRs: 113 developers: 106Apr 25 merged PRs: 100 developers: 111May 25 merged PRs: 131 developers: 111Jun 25 merged PRs: 118 developers: 122Jul 25 merged PRs: 183 developers: 133Aug 25 merged PRs: 194 developers: 133Sep 25 merged PRs: 180 developers: 133Oct 25 merged PRs: 170 developers: 128Nov 25 merged PRs: 154 developers: 122Dec 25 merged PRs: 111 developers: 117Jan 26 merged PRs: 109 developers: 128Feb 26 merged PRs: 120 developers: 128Mar 26 merged PRs: 143 developers: 122Apr 26 merged PRs: 132 developers: 122May 26 merged PRs: 136 developers: 117Jun 26 merged PRs: 112 developers: 117Jul 26 merged PRs: 301 developers: 139Aug 26 merged PRs: 332 developers: 117Sep 26 merged PRs: 431 developers: 128index, Jan 25 = 100merged PRsdevelopers0100200300400500Jan 25Jul 25Jan 26Sep 26431128Jan 2025 = 100monorepo5 apps joinJan 25 merged PRs: 100 developers: 100Feb 25 merged PRs: 96 developers: 89Mar 25 merged PRs: 113 developers: 106Apr 25 merged PRs: 100 developers: 111May 25 merged PRs: 131 developers: 111Jun 25 merged PRs: 118 developers: 122Jul 25 merged PRs: 183 developers: 133Aug 25 merged PRs: 194 developers: 133Sep 25 merged PRs: 180 developers: 133Oct 25 merged PRs: 170 developers: 128Nov 25 merged PRs: 154 developers: 122Dec 25 merged PRs: 111 developers: 117Jan 26 merged PRs: 109 developers: 128Feb 26 merged PRs: 120 developers: 128Mar 26 merged PRs: 143 developers: 122Apr 26 merged PRs: 132 developers: 122May 26 merged PRs: 136 developers: 117Jun 26 merged PRs: 112 developers: 117Jul 26 merged PRs: 301 developers: 139Aug 26 merged PRs: 332 developers: 117Sep 26 merged PRs: 431 developers: 128index, Jan 25 = 100merged PRsdevelopers0100200300400500Jan 25Jun 25Nov 25Apr 26Sep 26431128Jan 2025 = 100monorepo5 apps joinJan 25 merged PRs: 100 developers: 100Feb 25 merged PRs: 96 developers: 89Mar 25 merged PRs: 113 developers: 106Apr 25 merged PRs: 100 developers: 111May 25 merged PRs: 131 developers: 111Jun 25 merged PRs: 118 developers: 122Jul 25 merged PRs: 183 developers: 133Aug 25 merged PRs: 194 developers: 133Sep 25 merged PRs: 180 developers: 133Oct 25 merged PRs: 170 developers: 128Nov 25 merged PRs: 154 developers: 122Dec 25 merged PRs: 111 developers: 117Jan 26 merged PRs: 109 developers: 128Feb 26 merged PRs: 120 developers: 128Mar 26 merged PRs: 143 developers: 122Apr 26 merged PRs: 132 developers: 122May 26 merged PRs: 136 developers: 117Jun 26 merged PRs: 112 developers: 117Jul 26 merged PRs: 301 developers: 139Aug 26 merged PRs: 332 developers: 117Sep 26 merged PRs: 431 developers: 128

Rebuilt CI to be deterministic and extremely fast with custom changed files detection, highly optimized PR checks, and pre-commit and pre-push checks with custom lint rules, and <4min total check time.

A push runs what it touched, not the whole repo
jobs per check run05101520Apr 6Oct 12164July mean 15changed files onlyApr 6 jobs per check run: 7Apr 13 jobs per check run: 8Apr 20 jobs per check run: 8Apr 27 jobs per check run: 8May 4 jobs per check run: 8May 11 jobs per check run: 8May 18 jobs per check run: 8May 25 jobs per check run: 8Jun 1 jobs per check run: 7Jun 8 jobs per check run: 8Jun 15 jobs per check run: 8Jun 22 jobs per check run: 12Jun 29 jobs per check run: 10Jul 6 jobs per check run: 13Jul 13 jobs per check run: 16Jul 20 jobs per check run: 16Jul 27 jobs per check run: 16Aug 3 jobs per check run: 16Aug 10 jobs per check run: 15Aug 17 jobs per check run: 13Aug 24 jobs per check run: 7Aug 31 jobs per check run: 6Sep 7 jobs per check run: 5Sep 14 jobs per check run: 5Sep 21 jobs per check run: 5Sep 28 jobs per check run: 5Oct 5 jobs per check run: 5Oct 12 jobs per check run: 4jobs per check run05101520Apr 6Oct 12164July mean 15changed files onlyApr 6 jobs per check run: 7Apr 13 jobs per check run: 8Apr 20 jobs per check run: 8Apr 27 jobs per check run: 8May 4 jobs per check run: 8May 11 jobs per check run: 8May 18 jobs per check run: 8May 25 jobs per check run: 8Jun 1 jobs per check run: 7Jun 8 jobs per check run: 8Jun 15 jobs per check run: 8Jun 22 jobs per check run: 12Jun 29 jobs per check run: 10Jul 6 jobs per check run: 13Jul 13 jobs per check run: 16Jul 20 jobs per check run: 16Jul 27 jobs per check run: 16Aug 3 jobs per check run: 16Aug 10 jobs per check run: 15Aug 17 jobs per check run: 13Aug 24 jobs per check run: 7Aug 31 jobs per check run: 6Sep 7 jobs per check run: 5Sep 14 jobs per check run: 5Sep 21 jobs per check run: 5Sep 28 jobs per check run: 5Oct 5 jobs per check run: 5Oct 12 jobs per check run: 4jobs per check run05101520Apr 6Jun 15Oct 12164July mean 15changed files onlyApr 6 jobs per check run: 7Apr 13 jobs per check run: 8Apr 20 jobs per check run: 8Apr 27 jobs per check run: 8May 4 jobs per check run: 8May 11 jobs per check run: 8May 18 jobs per check run: 8May 25 jobs per check run: 8Jun 1 jobs per check run: 7Jun 8 jobs per check run: 8Jun 15 jobs per check run: 8Jun 22 jobs per check run: 12Jun 29 jobs per check run: 10Jul 6 jobs per check run: 13Jul 13 jobs per check run: 16Jul 20 jobs per check run: 16Jul 27 jobs per check run: 16Aug 3 jobs per check run: 16Aug 10 jobs per check run: 15Aug 17 jobs per check run: 13Aug 24 jobs per check run: 7Aug 31 jobs per check run: 6Sep 7 jobs per check run: 5Sep 14 jobs per check run: 5Sep 21 jobs per check run: 5Sep 28 jobs per check run: 5Oct 5 jobs per check run: 5Oct 12 jobs per check run: 4jobs per check run05101520Apr 6May 25Jul 13Oct 12164July mean 15changed files onlyApr 6 jobs per check run: 7Apr 13 jobs per check run: 8Apr 20 jobs per check run: 8Apr 27 jobs per check run: 8May 4 jobs per check run: 8May 11 jobs per check run: 8May 18 jobs per check run: 8May 25 jobs per check run: 8Jun 1 jobs per check run: 7Jun 8 jobs per check run: 8Jun 15 jobs per check run: 8Jun 22 jobs per check run: 12Jun 29 jobs per check run: 10Jul 6 jobs per check run: 13Jul 13 jobs per check run: 16Jul 20 jobs per check run: 16Jul 27 jobs per check run: 16Aug 3 jobs per check run: 16Aug 10 jobs per check run: 15Aug 17 jobs per check run: 13Aug 24 jobs per check run: 7Aug 31 jobs per check run: 6Sep 7 jobs per check run: 5Sep 14 jobs per check run: 5Sep 21 jobs per check run: 5Sep 28 jobs per check run: 5Oct 5 jobs per check run: 5Oct 12 jobs per check run: 4jobs per check run05101520Apr 6May 18Jun 29Aug 10Oct 12164July mean 15changed files onlyApr 6 jobs per check run: 7Apr 13 jobs per check run: 8Apr 20 jobs per check run: 8Apr 27 jobs per check run: 8May 4 jobs per check run: 8May 11 jobs per check run: 8May 18 jobs per check run: 8May 25 jobs per check run: 8Jun 1 jobs per check run: 7Jun 8 jobs per check run: 8Jun 15 jobs per check run: 8Jun 22 jobs per check run: 12Jun 29 jobs per check run: 10Jul 6 jobs per check run: 13Jul 13 jobs per check run: 16Jul 20 jobs per check run: 16Jul 27 jobs per check run: 16Aug 3 jobs per check run: 16Aug 10 jobs per check run: 15Aug 17 jobs per check run: 13Aug 24 jobs per check run: 7Aug 31 jobs per check run: 6Sep 7 jobs per check run: 5Sep 14 jobs per check run: 5Sep 21 jobs per check run: 5Sep 28 jobs per check run: 5Oct 5 jobs per check run: 5Oct 12 jobs per check run: 4
PRs merge 5.8× faster
hours open → mergeMar–Junafter the gates0 h15 h30 h45 h60 hOct 121.8 hMar–Jun mean 18 hPR checks rebuiltMar 2 Mar–Jun: 15 hMar 9 Mar–Jun: 19 hMar 16 Mar–Jun: 19 hMar 23 Mar–Jun: 20 hMar 30 Mar–Jun: 24 hApr 6 Mar–Jun: 2.3 hApr 13 Mar–Jun: 19 hApr 20 Mar–Jun: 17 hApr 27 Mar–Jun: 20 hMay 4 Mar–Jun: 4.3 hMay 11 Mar–Jun: 29 hMay 18 Mar–Jun: 20 hMay 25 Mar–Jun: 6.4 hJun 1 Mar–Jun: 11 hJun 8 Mar–Jun: 60 hJun 15 Mar–Jun: 14 hJun 22 Mar–Jun: 5.5 h after the gates: 5.5 hJun 29 after the gates: 28 hJul 6 after the gates: 2.4 hJul 13 after the gates: 2.5 hJul 20 after the gates: 5.0 hJul 27 after the gates: 1.6 hAug 3 after the gates: 2.2 hAug 10 after the gates: 2.3 hAug 17 after the gates: 3.7 hAug 24 after the gates: 3.8 hAug 31 after the gates: 2.1 hSep 7 after the gates: 1.9 hSep 14 after the gates: 7.0 hSep 21 after the gates: 4.4 hSep 28 after the gates: 2.7 hOct 5 after the gates: 1.3 hOct 12 after the gates: 1.8 hhours open → mergeMar–Junafter the gates0 h15 h30 h45 h60 hMar 2Oct 121.8 hMar–Jun mean 18 hPR checks rebuiltMar 2 Mar–Jun: 15 hMar 9 Mar–Jun: 19 hMar 16 Mar–Jun: 19 hMar 23 Mar–Jun: 20 hMar 30 Mar–Jun: 24 hApr 6 Mar–Jun: 2.3 hApr 13 Mar–Jun: 19 hApr 20 Mar–Jun: 17 hApr 27 Mar–Jun: 20 hMay 4 Mar–Jun: 4.3 hMay 11 Mar–Jun: 29 hMay 18 Mar–Jun: 20 hMay 25 Mar–Jun: 6.4 hJun 1 Mar–Jun: 11 hJun 8 Mar–Jun: 60 hJun 15 Mar–Jun: 14 hJun 22 Mar–Jun: 5.5 h after the gates: 5.5 hJun 29 after the gates: 28 hJul 6 after the gates: 2.4 hJul 13 after the gates: 2.5 hJul 20 after the gates: 5.0 hJul 27 after the gates: 1.6 hAug 3 after the gates: 2.2 hAug 10 after the gates: 2.3 hAug 17 after the gates: 3.7 hAug 24 after the gates: 3.8 hAug 31 after the gates: 2.1 hSep 7 after the gates: 1.9 hSep 14 after the gates: 7.0 hSep 21 after the gates: 4.4 hSep 28 after the gates: 2.7 hOct 5 after the gates: 1.3 hOct 12 after the gates: 1.8 hhours open → mergeMar–Junafter the gates0 h15 h30 h45 h60 hMar 2May 18Oct 121.8 hMar–Jun mean 18 hPR checks rebuiltMar 2 Mar–Jun: 15 hMar 9 Mar–Jun: 19 hMar 16 Mar–Jun: 19 hMar 23 Mar–Jun: 20 hMar 30 Mar–Jun: 24 hApr 6 Mar–Jun: 2.3 hApr 13 Mar–Jun: 19 hApr 20 Mar–Jun: 17 hApr 27 Mar–Jun: 20 hMay 4 Mar–Jun: 4.3 hMay 11 Mar–Jun: 29 hMay 18 Mar–Jun: 20 hMay 25 Mar–Jun: 6.4 hJun 1 Mar–Jun: 11 hJun 8 Mar–Jun: 60 hJun 15 Mar–Jun: 14 hJun 22 Mar–Jun: 5.5 h after the gates: 5.5 hJun 29 after the gates: 28 hJul 6 after the gates: 2.4 hJul 13 after the gates: 2.5 hJul 20 after the gates: 5.0 hJul 27 after the gates: 1.6 hAug 3 after the gates: 2.2 hAug 10 after the gates: 2.3 hAug 17 after the gates: 3.7 hAug 24 after the gates: 3.8 hAug 31 after the gates: 2.1 hSep 7 after the gates: 1.9 hSep 14 after the gates: 7.0 hSep 21 after the gates: 4.4 hSep 28 after the gates: 2.7 hOct 5 after the gates: 1.3 hOct 12 after the gates: 1.8 hhours open → mergeMar–Junafter the gates0 h15 h30 h45 h60 hMar 2May 4Jul 6Oct 121.8 hMar–Jun mean 18 hPR checks rebuiltMar 2 Mar–Jun: 15 hMar 9 Mar–Jun: 19 hMar 16 Mar–Jun: 19 hMar 23 Mar–Jun: 20 hMar 30 Mar–Jun: 24 hApr 6 Mar–Jun: 2.3 hApr 13 Mar–Jun: 19 hApr 20 Mar–Jun: 17 hApr 27 Mar–Jun: 20 hMay 4 Mar–Jun: 4.3 hMay 11 Mar–Jun: 29 hMay 18 Mar–Jun: 20 hMay 25 Mar–Jun: 6.4 hJun 1 Mar–Jun: 11 hJun 8 Mar–Jun: 60 hJun 15 Mar–Jun: 14 hJun 22 Mar–Jun: 5.5 h after the gates: 5.5 hJun 29 after the gates: 28 hJul 6 after the gates: 2.4 hJul 13 after the gates: 2.5 hJul 20 after the gates: 5.0 hJul 27 after the gates: 1.6 hAug 3 after the gates: 2.2 hAug 10 after the gates: 2.3 hAug 17 after the gates: 3.7 hAug 24 after the gates: 3.8 hAug 31 after the gates: 2.1 hSep 7 after the gates: 1.9 hSep 14 after the gates: 7.0 hSep 21 after the gates: 4.4 hSep 28 after the gates: 2.7 hOct 5 after the gates: 1.3 hOct 12 after the gates: 1.8 hhours open → mergeMar–Junafter the gates0 h15 h30 h45 h60 hMar 2Apr 20Jun 8Jul 27Oct 121.8 hMar–Jun mean 18 hPR checks rebuiltMar 2 Mar–Jun: 15 hMar 9 Mar–Jun: 19 hMar 16 Mar–Jun: 19 hMar 23 Mar–Jun: 20 hMar 30 Mar–Jun: 24 hApr 6 Mar–Jun: 2.3 hApr 13 Mar–Jun: 19 hApr 20 Mar–Jun: 17 hApr 27 Mar–Jun: 20 hMay 4 Mar–Jun: 4.3 hMay 11 Mar–Jun: 29 hMay 18 Mar–Jun: 20 hMay 25 Mar–Jun: 6.4 hJun 1 Mar–Jun: 11 hJun 8 Mar–Jun: 60 hJun 15 Mar–Jun: 14 hJun 22 Mar–Jun: 5.5 h after the gates: 5.5 hJun 29 after the gates: 28 hJul 6 after the gates: 2.4 hJul 13 after the gates: 2.5 hJul 20 after the gates: 5.0 hJul 27 after the gates: 1.6 hAug 3 after the gates: 2.2 hAug 10 after the gates: 2.3 hAug 17 after the gates: 3.7 hAug 24 after the gates: 3.8 hAug 31 after the gates: 2.1 hSep 7 after the gates: 1.9 hSep 14 after the gates: 7.0 hSep 21 after the gates: 4.4 hSep 28 after the gates: 2.7 hOct 5 after the gates: 1.3 hOct 12 after the gates: 1.8 h

Defined quality gates for the entire dev team so agent PRs meet the same standard as human-written code. Despite 7.7x PR count growth, red builds went down to 1/3rd of baseline.

Red builds down 66 %
% of CI runs redMar–Junafter the gates0 %15 %30 %45 %60 %Oct 1210 %Mar–Jun mean 31 %PR checks rebuiltMar 2 Mar–Jun: 35 %Mar 9 Mar–Jun: 26 %Mar 16 Mar–Jun: 31 %Mar 23 Mar–Jun: 33 %Mar 30 Mar–Jun: 44 %Apr 6 Mar–Jun: 23 %Apr 13 Mar–Jun: 27 %Apr 20 Mar–Jun: 26 %Apr 27 Mar–Jun: 32 %May 4 Mar–Jun: 38 %May 11 Mar–Jun: 35 %May 18 Mar–Jun: 17 %May 25 Mar–Jun: 24 %Jun 1 Mar–Jun: 28 %Jun 8 Mar–Jun: 41 %Jun 15 Mar–Jun: 26 %Jun 22 Mar–Jun: 50 % after the gates: 50 %Jun 29 after the gates: 21 %Jul 6 after the gates: 16 %Jul 13 after the gates: 14 %Jul 20 after the gates: 11 %Jul 27 after the gates: 10 %Aug 3 after the gates: 12 %Aug 10 after the gates: 8 %Aug 17 after the gates: 7 %Aug 24 after the gates: 6 %Aug 31 after the gates: 11 %Sep 7 after the gates: 12 %Sep 14 after the gates: 16 %Sep 21 after the gates: 10 %Sep 28 after the gates: 10 %Oct 5 after the gates: 12 %Oct 12 after the gates: 10 %% of CI runs redMar–Junafter the gates0 %15 %30 %45 %60 %Mar 2Oct 1210 %Mar–Jun mean 31 %PR checks rebuiltMar 2 Mar–Jun: 35 %Mar 9 Mar–Jun: 26 %Mar 16 Mar–Jun: 31 %Mar 23 Mar–Jun: 33 %Mar 30 Mar–Jun: 44 %Apr 6 Mar–Jun: 23 %Apr 13 Mar–Jun: 27 %Apr 20 Mar–Jun: 26 %Apr 27 Mar–Jun: 32 %May 4 Mar–Jun: 38 %May 11 Mar–Jun: 35 %May 18 Mar–Jun: 17 %May 25 Mar–Jun: 24 %Jun 1 Mar–Jun: 28 %Jun 8 Mar–Jun: 41 %Jun 15 Mar–Jun: 26 %Jun 22 Mar–Jun: 50 % after the gates: 50 %Jun 29 after the gates: 21 %Jul 6 after the gates: 16 %Jul 13 after the gates: 14 %Jul 20 after the gates: 11 %Jul 27 after the gates: 10 %Aug 3 after the gates: 12 %Aug 10 after the gates: 8 %Aug 17 after the gates: 7 %Aug 24 after the gates: 6 %Aug 31 after the gates: 11 %Sep 7 after the gates: 12 %Sep 14 after the gates: 16 %Sep 21 after the gates: 10 %Sep 28 after the gates: 10 %Oct 5 after the gates: 12 %Oct 12 after the gates: 10 %% of CI runs redMar–Junafter the gates0 %15 %30 %45 %60 %Mar 2May 18Oct 1210 %Mar–Jun mean 31 %PR checks rebuiltMar 2 Mar–Jun: 35 %Mar 9 Mar–Jun: 26 %Mar 16 Mar–Jun: 31 %Mar 23 Mar–Jun: 33 %Mar 30 Mar–Jun: 44 %Apr 6 Mar–Jun: 23 %Apr 13 Mar–Jun: 27 %Apr 20 Mar–Jun: 26 %Apr 27 Mar–Jun: 32 %May 4 Mar–Jun: 38 %May 11 Mar–Jun: 35 %May 18 Mar–Jun: 17 %May 25 Mar–Jun: 24 %Jun 1 Mar–Jun: 28 %Jun 8 Mar–Jun: 41 %Jun 15 Mar–Jun: 26 %Jun 22 Mar–Jun: 50 % after the gates: 50 %Jun 29 after the gates: 21 %Jul 6 after the gates: 16 %Jul 13 after the gates: 14 %Jul 20 after the gates: 11 %Jul 27 after the gates: 10 %Aug 3 after the gates: 12 %Aug 10 after the gates: 8 %Aug 17 after the gates: 7 %Aug 24 after the gates: 6 %Aug 31 after the gates: 11 %Sep 7 after the gates: 12 %Sep 14 after the gates: 16 %Sep 21 after the gates: 10 %Sep 28 after the gates: 10 %Oct 5 after the gates: 12 %Oct 12 after the gates: 10 %% of CI runs redMar–Junafter the gates0 %15 %30 %45 %60 %Mar 2May 4Jul 6Oct 1210 %Mar–Jun mean 31 %PR checks rebuiltMar 2 Mar–Jun: 35 %Mar 9 Mar–Jun: 26 %Mar 16 Mar–Jun: 31 %Mar 23 Mar–Jun: 33 %Mar 30 Mar–Jun: 44 %Apr 6 Mar–Jun: 23 %Apr 13 Mar–Jun: 27 %Apr 20 Mar–Jun: 26 %Apr 27 Mar–Jun: 32 %May 4 Mar–Jun: 38 %May 11 Mar–Jun: 35 %May 18 Mar–Jun: 17 %May 25 Mar–Jun: 24 %Jun 1 Mar–Jun: 28 %Jun 8 Mar–Jun: 41 %Jun 15 Mar–Jun: 26 %Jun 22 Mar–Jun: 50 % after the gates: 50 %Jun 29 after the gates: 21 %Jul 6 after the gates: 16 %Jul 13 after the gates: 14 %Jul 20 after the gates: 11 %Jul 27 after the gates: 10 %Aug 3 after the gates: 12 %Aug 10 after the gates: 8 %Aug 17 after the gates: 7 %Aug 24 after the gates: 6 %Aug 31 after the gates: 11 %Sep 7 after the gates: 12 %Sep 14 after the gates: 16 %Sep 21 after the gates: 10 %Sep 28 after the gates: 10 %Oct 5 after the gates: 12 %Oct 12 after the gates: 10 %% of CI runs redMar–Junafter the gates0 %15 %30 %45 %60 %Mar 2Apr 20Jun 8Jul 27Oct 1210 %Mar–Jun mean 31 %PR checks rebuiltMar 2 Mar–Jun: 35 %Mar 9 Mar–Jun: 26 %Mar 16 Mar–Jun: 31 %Mar 23 Mar–Jun: 33 %Mar 30 Mar–Jun: 44 %Apr 6 Mar–Jun: 23 %Apr 13 Mar–Jun: 27 %Apr 20 Mar–Jun: 26 %Apr 27 Mar–Jun: 32 %May 4 Mar–Jun: 38 %May 11 Mar–Jun: 35 %May 18 Mar–Jun: 17 %May 25 Mar–Jun: 24 %Jun 1 Mar–Jun: 28 %Jun 8 Mar–Jun: 41 %Jun 15 Mar–Jun: 26 %Jun 22 Mar–Jun: 50 % after the gates: 50 %Jun 29 after the gates: 21 %Jul 6 after the gates: 16 %Jul 13 after the gates: 14 %Jul 20 after the gates: 11 %Jul 27 after the gates: 10 %Aug 3 after the gates: 12 %Aug 10 after the gates: 8 %Aug 17 after the gates: 7 %Aug 24 after the gates: 6 %Aug 31 after the gates: 11 %Sep 7 after the gates: 12 %Sep 14 after the gates: 16 %Sep 21 after the gates: 10 %Sep 28 after the gates: 10 %Oct 5 after the gates: 12 %Oct 12 after the gates: 10 %
7.7× more PRs merged every week
merged PRs per week0150300450600Mar 2Oct 12535Mar–Jun mean 40PR checks rebuiltMar 2 merged PRs: 47Mar 9 merged PRs: 38Mar 16 merged PRs: 48Mar 23 merged PRs: 34Mar 30 merged PRs: 20Apr 6 merged PRs: 46Apr 13 merged PRs: 47Apr 20 merged PRs: 37Apr 27 merged PRs: 66May 4 merged PRs: 41May 11 merged PRs: 27May 18 merged PRs: 36May 25 merged PRs: 31Jun 1 merged PRs: 49Jun 8 merged PRs: 22Jun 15 merged PRs: 46Jun 22 merged PRs: 47Jun 29 merged PRs: 43Jul 6 merged PRs: 106Jul 13 merged PRs: 155Jul 20 merged PRs: 137Jul 27 merged PRs: 154Aug 3 merged PRs: 141Aug 10 merged PRs: 163Aug 17 merged PRs: 153Aug 24 merged PRs: 217Aug 31 merged PRs: 302Sep 7 merged PRs: 255Sep 14 merged PRs: 178Sep 21 merged PRs: 202Sep 28 merged PRs: 295Oct 5 merged PRs: 496Oct 12 merged PRs: 535merged PRs per week0150300450600Mar 2Oct 12535Mar–Jun mean 40PR checks rebuiltMar 2 merged PRs: 47Mar 9 merged PRs: 38Mar 16 merged PRs: 48Mar 23 merged PRs: 34Mar 30 merged PRs: 20Apr 6 merged PRs: 46Apr 13 merged PRs: 47Apr 20 merged PRs: 37Apr 27 merged PRs: 66May 4 merged PRs: 41May 11 merged PRs: 27May 18 merged PRs: 36May 25 merged PRs: 31Jun 1 merged PRs: 49Jun 8 merged PRs: 22Jun 15 merged PRs: 46Jun 22 merged PRs: 47Jun 29 merged PRs: 43Jul 6 merged PRs: 106Jul 13 merged PRs: 155Jul 20 merged PRs: 137Jul 27 merged PRs: 154Aug 3 merged PRs: 141Aug 10 merged PRs: 163Aug 17 merged PRs: 153Aug 24 merged PRs: 217Aug 31 merged PRs: 302Sep 7 merged PRs: 255Sep 14 merged PRs: 178Sep 21 merged PRs: 202Sep 28 merged PRs: 295Oct 5 merged PRs: 496Oct 12 merged PRs: 535merged PRs per week0150300450600Mar 2May 18Oct 12535Mar–Jun mean 40PR checks rebuiltMar 2 merged PRs: 47Mar 9 merged PRs: 38Mar 16 merged PRs: 48Mar 23 merged PRs: 34Mar 30 merged PRs: 20Apr 6 merged PRs: 46Apr 13 merged PRs: 47Apr 20 merged PRs: 37Apr 27 merged PRs: 66May 4 merged PRs: 41May 11 merged PRs: 27May 18 merged PRs: 36May 25 merged PRs: 31Jun 1 merged PRs: 49Jun 8 merged PRs: 22Jun 15 merged PRs: 46Jun 22 merged PRs: 47Jun 29 merged PRs: 43Jul 6 merged PRs: 106Jul 13 merged PRs: 155Jul 20 merged PRs: 137Jul 27 merged PRs: 154Aug 3 merged PRs: 141Aug 10 merged PRs: 163Aug 17 merged PRs: 153Aug 24 merged PRs: 217Aug 31 merged PRs: 302Sep 7 merged PRs: 255Sep 14 merged PRs: 178Sep 21 merged PRs: 202Sep 28 merged PRs: 295Oct 5 merged PRs: 496Oct 12 merged PRs: 535merged PRs per week0150300450600Mar 2May 4Jul 6Oct 12535Mar–Jun mean 40PR checks rebuiltMar 2 merged PRs: 47Mar 9 merged PRs: 38Mar 16 merged PRs: 48Mar 23 merged PRs: 34Mar 30 merged PRs: 20Apr 6 merged PRs: 46Apr 13 merged PRs: 47Apr 20 merged PRs: 37Apr 27 merged PRs: 66May 4 merged PRs: 41May 11 merged PRs: 27May 18 merged PRs: 36May 25 merged PRs: 31Jun 1 merged PRs: 49Jun 8 merged PRs: 22Jun 15 merged PRs: 46Jun 22 merged PRs: 47Jun 29 merged PRs: 43Jul 6 merged PRs: 106Jul 13 merged PRs: 155Jul 20 merged PRs: 137Jul 27 merged PRs: 154Aug 3 merged PRs: 141Aug 10 merged PRs: 163Aug 17 merged PRs: 153Aug 24 merged PRs: 217Aug 31 merged PRs: 302Sep 7 merged PRs: 255Sep 14 merged PRs: 178Sep 21 merged PRs: 202Sep 28 merged PRs: 295Oct 5 merged PRs: 496Oct 12 merged PRs: 535merged PRs per week0150300450600Mar 2Apr 20Jun 8Jul 27Oct 12535Mar–Jun mean 40PR checks rebuiltMar 2 merged PRs: 47Mar 9 merged PRs: 38Mar 16 merged PRs: 48Mar 23 merged PRs: 34Mar 30 merged PRs: 20Apr 6 merged PRs: 46Apr 13 merged PRs: 47Apr 20 merged PRs: 37Apr 27 merged PRs: 66May 4 merged PRs: 41May 11 merged PRs: 27May 18 merged PRs: 36May 25 merged PRs: 31Jun 1 merged PRs: 49Jun 8 merged PRs: 22Jun 15 merged PRs: 46Jun 22 merged PRs: 47Jun 29 merged PRs: 43Jul 6 merged PRs: 106Jul 13 merged PRs: 155Jul 20 merged PRs: 137Jul 27 merged PRs: 154Aug 3 merged PRs: 141Aug 10 merged PRs: 163Aug 17 merged PRs: 153Aug 24 merged PRs: 217Aug 31 merged PRs: 302Sep 7 merged PRs: 255Sep 14 merged PRs: 178Sep 21 merged PRs: 202Sep 28 merged PRs: 295Oct 5 merged PRs: 496Oct 12 merged PRs: 535

Migrated all repos into one monorepo for maximum synergy: Same local + remote quality gates for all apps. Types, components, libraries, tooling, etc. shared via locally-linked packages; no build + publish step required.

Reactivity bugs count −90 %
per 100 fix commits00.511.522.5custom wrapper1.990.19native Svelte $effect reactivity fixes per 100 fixes: 1.99custom wrapper reactivity fixes per 100 fixes: 0.19per 100 fix commits012nativeSvelte$effectcustomwrapper1.990.19native Svelte $effect reactivity fixes per 100 fixes: 1.99custom wrapper reactivity fixes per 100 fixes: 0.19per 100 fix commits012native Svelte$effectcustomwrapper1.990.19native Svelte $effect reactivity fixes per 100 fixes: 1.99custom wrapper reactivity fixes per 100 fixes: 0.19per 100 fix commits00.511.522.5native Svelte$effectcustom wrapper1.990.19native Svelte $effect reactivity fixes per 100 fixes: 1.99custom wrapper reactivity fixes per 100 fixes: 0.19per 100 fix commits00.511.522.5native Svelte $effectcustom wrapper1.990.19native Svelte $effect reactivity fixes per 100 fixes: 1.99custom wrapper reactivity fixes per 100 fixes: 0.19
8.6× more runs done in under 3 minutes
% of CI runs ≤ 3 minMar–Junafter the gates0 %20 %40 %Oct 1238 %Mar–Jun mean 3.6 %PR checks rebuiltMar 2 Mar–Jun: 2 %Mar 9 Mar–Jun: 5 %Mar 16 Mar–Jun: 0 %Mar 23 Mar–Jun: 3 %Mar 30 Mar–Jun: 10 %Apr 6 Mar–Jun: 2 %Apr 13 Mar–Jun: 3 %Apr 20 Mar–Jun: 5 %Apr 27 Mar–Jun: 4 %May 4 Mar–Jun: 1 %May 11 Mar–Jun: 2 %May 18 Mar–Jun: 2 %May 25 Mar–Jun: 2 %Jun 1 Mar–Jun: 1 %Jun 8 Mar–Jun: 4 %Jun 15 Mar–Jun: 7 %Jun 22 Mar–Jun: 8 % after the gates: 8 %Jun 29 after the gates: 12 %Jul 6 after the gates: 33 %Jul 13 after the gates: 13 %Jul 20 after the gates: 13 %Jul 27 after the gates: 17 %Aug 3 after the gates: 18 %Aug 10 after the gates: 36 %Aug 17 after the gates: 46 %Aug 24 after the gates: 39 %Aug 31 after the gates: 32 %Sep 7 after the gates: 27 %Sep 14 after the gates: 21 %Sep 21 after the gates: 15 %Sep 28 after the gates: 44 %Oct 5 after the gates: 32 %Oct 12 after the gates: 38 %% of CI runs ≤ 3 minMar–Junafter the gates0 %20 %40 %Mar 2Oct 1238 %Mar–Jun mean 3.6 %PR checks rebuiltMar 2 Mar–Jun: 2 %Mar 9 Mar–Jun: 5 %Mar 16 Mar–Jun: 0 %Mar 23 Mar–Jun: 3 %Mar 30 Mar–Jun: 10 %Apr 6 Mar–Jun: 2 %Apr 13 Mar–Jun: 3 %Apr 20 Mar–Jun: 5 %Apr 27 Mar–Jun: 4 %May 4 Mar–Jun: 1 %May 11 Mar–Jun: 2 %May 18 Mar–Jun: 2 %May 25 Mar–Jun: 2 %Jun 1 Mar–Jun: 1 %Jun 8 Mar–Jun: 4 %Jun 15 Mar–Jun: 7 %Jun 22 Mar–Jun: 8 % after the gates: 8 %Jun 29 after the gates: 12 %Jul 6 after the gates: 33 %Jul 13 after the gates: 13 %Jul 20 after the gates: 13 %Jul 27 after the gates: 17 %Aug 3 after the gates: 18 %Aug 10 after the gates: 36 %Aug 17 after the gates: 46 %Aug 24 after the gates: 39 %Aug 31 after the gates: 32 %Sep 7 after the gates: 27 %Sep 14 after the gates: 21 %Sep 21 after the gates: 15 %Sep 28 after the gates: 44 %Oct 5 after the gates: 32 %Oct 12 after the gates: 38 %% of CI runs ≤ 3 minMar–Junafter the gates0 %20 %40 %Mar 2May 18Oct 1238 %Mar–Jun mean 3.6 %PR checks rebuiltMar 2 Mar–Jun: 2 %Mar 9 Mar–Jun: 5 %Mar 16 Mar–Jun: 0 %Mar 23 Mar–Jun: 3 %Mar 30 Mar–Jun: 10 %Apr 6 Mar–Jun: 2 %Apr 13 Mar–Jun: 3 %Apr 20 Mar–Jun: 5 %Apr 27 Mar–Jun: 4 %May 4 Mar–Jun: 1 %May 11 Mar–Jun: 2 %May 18 Mar–Jun: 2 %May 25 Mar–Jun: 2 %Jun 1 Mar–Jun: 1 %Jun 8 Mar–Jun: 4 %Jun 15 Mar–Jun: 7 %Jun 22 Mar–Jun: 8 % after the gates: 8 %Jun 29 after the gates: 12 %Jul 6 after the gates: 33 %Jul 13 after the gates: 13 %Jul 20 after the gates: 13 %Jul 27 after the gates: 17 %Aug 3 after the gates: 18 %Aug 10 after the gates: 36 %Aug 17 after the gates: 46 %Aug 24 after the gates: 39 %Aug 31 after the gates: 32 %Sep 7 after the gates: 27 %Sep 14 after the gates: 21 %Sep 21 after the gates: 15 %Sep 28 after the gates: 44 %Oct 5 after the gates: 32 %Oct 12 after the gates: 38 %% of CI runs ≤ 3 minMar–Junafter the gates0 %10 %20 %30 %40 %50 %Mar 2May 4Jul 6Oct 1238 %Mar–Jun mean 3.6 %PR checks rebuiltMar 2 Mar–Jun: 2 %Mar 9 Mar–Jun: 5 %Mar 16 Mar–Jun: 0 %Mar 23 Mar–Jun: 3 %Mar 30 Mar–Jun: 10 %Apr 6 Mar–Jun: 2 %Apr 13 Mar–Jun: 3 %Apr 20 Mar–Jun: 5 %Apr 27 Mar–Jun: 4 %May 4 Mar–Jun: 1 %May 11 Mar–Jun: 2 %May 18 Mar–Jun: 2 %May 25 Mar–Jun: 2 %Jun 1 Mar–Jun: 1 %Jun 8 Mar–Jun: 4 %Jun 15 Mar–Jun: 7 %Jun 22 Mar–Jun: 8 % after the gates: 8 %Jun 29 after the gates: 12 %Jul 6 after the gates: 33 %Jul 13 after the gates: 13 %Jul 20 after the gates: 13 %Jul 27 after the gates: 17 %Aug 3 after the gates: 18 %Aug 10 after the gates: 36 %Aug 17 after the gates: 46 %Aug 24 after the gates: 39 %Aug 31 after the gates: 32 %Sep 7 after the gates: 27 %Sep 14 after the gates: 21 %Sep 21 after the gates: 15 %Sep 28 after the gates: 44 %Oct 5 after the gates: 32 %Oct 12 after the gates: 38 %% of CI runs ≤ 3 minMar–Junafter the gates0 %10 %20 %30 %40 %50 %Mar 2Apr 20Jun 8Jul 27Oct 1238 %Mar–Jun mean 3.6 %PR checks rebuiltMar 2 Mar–Jun: 2 %Mar 9 Mar–Jun: 5 %Mar 16 Mar–Jun: 0 %Mar 23 Mar–Jun: 3 %Mar 30 Mar–Jun: 10 %Apr 6 Mar–Jun: 2 %Apr 13 Mar–Jun: 3 %Apr 20 Mar–Jun: 5 %Apr 27 Mar–Jun: 4 %May 4 Mar–Jun: 1 %May 11 Mar–Jun: 2 %May 18 Mar–Jun: 2 %May 25 Mar–Jun: 2 %Jun 1 Mar–Jun: 1 %Jun 8 Mar–Jun: 4 %Jun 15 Mar–Jun: 7 %Jun 22 Mar–Jun: 8 % after the gates: 8 %Jun 29 after the gates: 12 %Jul 6 after the gates: 33 %Jul 13 after the gates: 13 %Jul 20 after the gates: 13 %Jul 27 after the gates: 17 %Aug 3 after the gates: 18 %Aug 10 after the gates: 36 %Aug 17 after the gates: 46 %Aug 24 after the gates: 39 %Aug 31 after the gates: 32 %Sep 7 after the gates: 27 %Sep 14 after the gates: 21 %Sep 21 after the gates: 15 %Sep 28 after the gates: 44 %Oct 5 after the gates: 32 %Oct 12 after the gates: 38 %

Rewrote frontend session handling to be fully tab-agnostic, enabling employees to safely switch between clients for customer support, onboarding, or client demos without leaking other clients' data.

0 session bugs after the refactor
fix commits per month036912Jul 24Oct 2690cookiessessionsJul 24 session fixes: 0Aug 24 session fixes: 0Sep 24 session fixes: 0Oct 24 session fixes: 1Nov 24 session fixes: 0Dec 24 session fixes: 2Jan 25 session fixes: 1Feb 25 session fixes: 0Mar 25 session fixes: 1Apr 25 session fixes: 0May 25 session fixes: 3Jun 25 session fixes: 1Jul 25 session fixes: 4Aug 25 session fixes: 5Sep 25 session fixes: 0Oct 25 session fixes: 1Nov 25 session fixes: 2Dec 25 session fixes: 1Jan 26 session fixes: 9Feb 26 session fixes: 1Mar 26 session fixes: 3Apr 26 session fixes: 2May 26 session fixes: 4Jun 26 session fixes: 2Jul 26 session fixes: 0Aug 26 session fixes: 0Sep 26 session fixes: 0Oct 26 session fixes: 0fix commits per month036912Jul 24Oct 2690cookiessessionsJul 24 session fixes: 0Aug 24 session fixes: 0Sep 24 session fixes: 0Oct 24 session fixes: 1Nov 24 session fixes: 0Dec 24 session fixes: 2Jan 25 session fixes: 1Feb 25 session fixes: 0Mar 25 session fixes: 1Apr 25 session fixes: 0May 25 session fixes: 3Jun 25 session fixes: 1Jul 25 session fixes: 4Aug 25 session fixes: 5Sep 25 session fixes: 0Oct 25 session fixes: 1Nov 25 session fixes: 2Dec 25 session fixes: 1Jan 26 session fixes: 9Feb 26 session fixes: 1Mar 26 session fixes: 3Apr 26 session fixes: 2May 26 session fixes: 4Jun 26 session fixes: 2Jul 26 session fixes: 0Aug 26 session fixes: 0Sep 26 session fixes: 0Oct 26 session fixes: 0fix commits per month036912Jul 24May 25Oct 2690cookiessessionsJul 24 session fixes: 0Aug 24 session fixes: 0Sep 24 session fixes: 0Oct 24 session fixes: 1Nov 24 session fixes: 0Dec 24 session fixes: 2Jan 25 session fixes: 1Feb 25 session fixes: 0Mar 25 session fixes: 1Apr 25 session fixes: 0May 25 session fixes: 3Jun 25 session fixes: 1Jul 25 session fixes: 4Aug 25 session fixes: 5Sep 25 session fixes: 0Oct 25 session fixes: 1Nov 25 session fixes: 2Dec 25 session fixes: 1Jan 26 session fixes: 9Feb 26 session fixes: 1Mar 26 session fixes: 3Apr 26 session fixes: 2May 26 session fixes: 4Jun 26 session fixes: 2Jul 26 session fixes: 0Aug 26 session fixes: 0Sep 26 session fixes: 0Oct 26 session fixes: 0fix commits per month036912Jul 24Feb 25Sep 25Oct 2690cookiessessionsJul 24 session fixes: 0Aug 24 session fixes: 0Sep 24 session fixes: 0Oct 24 session fixes: 1Nov 24 session fixes: 0Dec 24 session fixes: 2Jan 25 session fixes: 1Feb 25 session fixes: 0Mar 25 session fixes: 1Apr 25 session fixes: 0May 25 session fixes: 3Jun 25 session fixes: 1Jul 25 session fixes: 4Aug 25 session fixes: 5Sep 25 session fixes: 0Oct 25 session fixes: 1Nov 25 session fixes: 2Dec 25 session fixes: 1Jan 26 session fixes: 9Feb 26 session fixes: 1Mar 26 session fixes: 3Apr 26 session fixes: 2May 26 session fixes: 4Jun 26 session fixes: 2Jul 26 session fixes: 0Aug 26 session fixes: 0Sep 26 session fixes: 0Oct 26 session fixes: 0fix commits per month036912Jul 24Jan 25Jul 25Jan 26Oct 2690cookiessessionsJul 24 session fixes: 0Aug 24 session fixes: 0Sep 24 session fixes: 0Oct 24 session fixes: 1Nov 24 session fixes: 0Dec 24 session fixes: 2Jan 25 session fixes: 1Feb 25 session fixes: 0Mar 25 session fixes: 1Apr 25 session fixes: 0May 25 session fixes: 3Jun 25 session fixes: 1Jul 25 session fixes: 4Aug 25 session fixes: 5Sep 25 session fixes: 0Oct 25 session fixes: 1Nov 25 session fixes: 2Dec 25 session fixes: 1Jan 26 session fixes: 9Feb 26 session fixes: 1Mar 26 session fixes: 3Apr 26 session fixes: 2May 26 session fixes: 4Jun 26 session fixes: 2Jul 26 session fixes: 0Aug 26 session fixes: 0Sep 26 session fixes: 0Oct 26 session fixes: 0
0 fetch bugs after the request handler
fix commits per month02468Jul 24Oct 2660request handlerJul 24 fetch fixes: 0Aug 24 fetch fixes: 1Sep 24 fetch fixes: 0Oct 24 fetch fixes: 1Nov 24 fetch fixes: 3Dec 24 fetch fixes: 1Jan 25 fetch fixes: 2Feb 25 fetch fixes: 0Mar 25 fetch fixes: 1Apr 25 fetch fixes: 2May 25 fetch fixes: 4Jun 25 fetch fixes: 1Jul 25 fetch fixes: 3Aug 25 fetch fixes: 2Sep 25 fetch fixes: 0Oct 25 fetch fixes: 2Nov 25 fetch fixes: 6Dec 25 fetch fixes: 3Jan 26 fetch fixes: 4Feb 26 fetch fixes: 0Mar 26 fetch fixes: 0Apr 26 fetch fixes: 0May 26 fetch fixes: 0Jun 26 fetch fixes: 0Jul 26 fetch fixes: 0Aug 26 fetch fixes: 0Sep 26 fetch fixes: 0Oct 26 fetch fixes: 0fix commits per month02468Jul 24Oct 2660request handlerJul 24 fetch fixes: 0Aug 24 fetch fixes: 1Sep 24 fetch fixes: 0Oct 24 fetch fixes: 1Nov 24 fetch fixes: 3Dec 24 fetch fixes: 1Jan 25 fetch fixes: 2Feb 25 fetch fixes: 0Mar 25 fetch fixes: 1Apr 25 fetch fixes: 2May 25 fetch fixes: 4Jun 25 fetch fixes: 1Jul 25 fetch fixes: 3Aug 25 fetch fixes: 2Sep 25 fetch fixes: 0Oct 25 fetch fixes: 2Nov 25 fetch fixes: 6Dec 25 fetch fixes: 3Jan 26 fetch fixes: 4Feb 26 fetch fixes: 0Mar 26 fetch fixes: 0Apr 26 fetch fixes: 0May 26 fetch fixes: 0Jun 26 fetch fixes: 0Jul 26 fetch fixes: 0Aug 26 fetch fixes: 0Sep 26 fetch fixes: 0Oct 26 fetch fixes: 0fix commits per month02468Jul 24May 25Oct 2660request handlerJul 24 fetch fixes: 0Aug 24 fetch fixes: 1Sep 24 fetch fixes: 0Oct 24 fetch fixes: 1Nov 24 fetch fixes: 3Dec 24 fetch fixes: 1Jan 25 fetch fixes: 2Feb 25 fetch fixes: 0Mar 25 fetch fixes: 1Apr 25 fetch fixes: 2May 25 fetch fixes: 4Jun 25 fetch fixes: 1Jul 25 fetch fixes: 3Aug 25 fetch fixes: 2Sep 25 fetch fixes: 0Oct 25 fetch fixes: 2Nov 25 fetch fixes: 6Dec 25 fetch fixes: 3Jan 26 fetch fixes: 4Feb 26 fetch fixes: 0Mar 26 fetch fixes: 0Apr 26 fetch fixes: 0May 26 fetch fixes: 0Jun 26 fetch fixes: 0Jul 26 fetch fixes: 0Aug 26 fetch fixes: 0Sep 26 fetch fixes: 0Oct 26 fetch fixes: 0fix commits per month02468Jul 24Feb 25Sep 25Oct 2660request handlerJul 24 fetch fixes: 0Aug 24 fetch fixes: 1Sep 24 fetch fixes: 0Oct 24 fetch fixes: 1Nov 24 fetch fixes: 3Dec 24 fetch fixes: 1Jan 25 fetch fixes: 2Feb 25 fetch fixes: 0Mar 25 fetch fixes: 1Apr 25 fetch fixes: 2May 25 fetch fixes: 4Jun 25 fetch fixes: 1Jul 25 fetch fixes: 3Aug 25 fetch fixes: 2Sep 25 fetch fixes: 0Oct 25 fetch fixes: 2Nov 25 fetch fixes: 6Dec 25 fetch fixes: 3Jan 26 fetch fixes: 4Feb 26 fetch fixes: 0Mar 26 fetch fixes: 0Apr 26 fetch fixes: 0May 26 fetch fixes: 0Jun 26 fetch fixes: 0Jul 26 fetch fixes: 0Aug 26 fetch fixes: 0Sep 26 fetch fixes: 0Oct 26 fetch fixes: 0fix commits per month02468Jul 24Jan 25Jul 25Jan 26Oct 2660request handlerJul 24 fetch fixes: 0Aug 24 fetch fixes: 1Sep 24 fetch fixes: 0Oct 24 fetch fixes: 1Nov 24 fetch fixes: 3Dec 24 fetch fixes: 1Jan 25 fetch fixes: 2Feb 25 fetch fixes: 0Mar 25 fetch fixes: 1Apr 25 fetch fixes: 2May 25 fetch fixes: 4Jun 25 fetch fixes: 1Jul 25 fetch fixes: 3Aug 25 fetch fixes: 2Sep 25 fetch fixes: 0Oct 25 fetch fixes: 2Nov 25 fetch fixes: 6Dec 25 fetch fixes: 3Jan 26 fetch fixes: 4Feb 26 fetch fixes: 0Mar 26 fetch fixes: 0Apr 26 fetch fixes: 0May 26 fetch fixes: 0Jun 26 fetch fixes: 0Jul 26 fetch fixes: 0Aug 26 fetch fixes: 0Sep 26 fetch fixes: 0Oct 26 fetch fixes: 0
[ Previous work ]

Founder @hyperfocused agency

While on paternity leave, I ran my own web agency, providing design and web development services for small businesses and startups.

Website made by hyperfocused agencyWebsite made by hyperfocused agencyWebsite made by hyperfocused agency
[ Previous work ]

Founding Engineer @ Optimate

Corporate startup of TRUMPF

As founding engineer at Optimate, a corporate startup of TRUMPF (global market leader in industrial laser technology and machine tools) I was the main contributor to a now patented algorithm for automated 3D sheet metal part optimization and error analysis. This project involved using TS + Vue, Python, and C to their limits to combine machine learning with complex state-of-the-art 3D transformations of STEP files.

I reduced the 20min duration of the CTO's POC down to 1.5min, creating an MVP that secured additional funding by TRUMPF to grow the startup, after which I became Tech Lead of a small dev team.

Screenshot of the Optimate appScreenshot of the Optimate appScreenshot of the Optimate app
[ Previous work ]

Cloud Engineer @ STACKIT

Corporate startup of Schwarz Group

A corporate startup of Europe's largest retailer Schwarz Group (Lidl & Kaufland), with the aim to build Europe's first large-scale cloud contestant to AWS and GCP.

As part of a SCRUM team I built the frontend using TS + Angular and the MongoDB service broker with Golang.

[ Public speaking ]

My talent for public appearances enabled me to further the startup's interests through recruiting at job fairs and raising awareness through presentations, both at LIDL HQ, Neckarsulm, and in the greater surrounding area.

Thanks to this, I received the nickname “Face of STACKIT”.

[ University ]

Schwarz Group financed my Bachelor's degree and made me fall in love with Linux. I learned to script and code in vim, building fullstack web apps with bash, Python, JS and PHP 5 on (slightly neglected) RHEL jump hosts, mainly for Linux server installation automation.

Placeholder 1

Placeholder 1

Placeholder 2

Placeholder 2

Placeholder 3

Placeholder 3

[ 1062 contributions in 2026 ]

JanFebMarAprMayJunJulAugSepOct
LessMore