No software is truly reproducible until servers can fuck
February 12, 2025 at 9:46 PM
No software is truly reproducible until servers can fuck
reproducible transform protocol, pronounced artproto 🎨
September 24, 2026 at 2:57 AM
reproducible transform protocol, pronounced artproto 🎨
Hello everyone! I teach a class for graduate students on methods for reproducible research. 🔧 🔢
I would interested to hear about the barriers you face in implementing reproducible practices in your research (e.g., version control, code review, reproducible documents).
I would interested to hear about the barriers you face in implementing reproducible practices in your research (e.g., version control, code review, reproducible documents).
November 22, 2024 at 3:00 AM
Hello everyone! I teach a class for graduate students on methods for reproducible research. 🔧 🔢
I would interested to hear about the barriers you face in implementing reproducible practices in your research (e.g., version control, code review, reproducible documents).
I would interested to hear about the barriers you face in implementing reproducible practices in your research (e.g., version control, code review, reproducible documents).
"neat! the bug is reproducible!"
*eight hours later*
"...a little too reproducible"
*eight hours later*
"...a little too reproducible"
February 11, 2026 at 3:40 AM
"neat! the bug is reproducible!"
*eight hours later*
"...a little too reproducible"
*eight hours later*
"...a little too reproducible"
remembering when we called the products of writers and artists and musicians “works” (count noun, individual things made) instead of “content” (mass noun, reproducible interchangeable filler)
OpenAI CTO Mira Murati: “Some creative jobs maybe will go away, but maybe they shouldn't have been there in the first place if the content that comes out of it is not very high quality.”
Roundup: OpenAI says some artistic jobs shouldn’t exist
Read to the end for a good overview of failing social media platforms
disconnect.blog
June 23, 2024 at 3:10 PM
remembering when we called the products of writers and artists and musicians “works” (count noun, individual things made) instead of “content” (mass noun, reproducible interchangeable filler)
🌲
not reproducible ≠ wrong/false/fluke
reproducible ≠ true
not reproducible ≠ poor science
reproducible ≠ good science
reproducibility of results is not a reliable indicator of truth/research quality/epistemic progress.
replication of a poorly designed study is another poorly designed study.
🌲
not reproducible ≠ wrong/false/fluke
reproducible ≠ true
not reproducible ≠ poor science
reproducible ≠ good science
reproducibility of results is not a reliable indicator of truth/research quality/epistemic progress.
replication of a poorly designed study is another poorly designed study.
🌲
July 5, 2023 at 2:47 PM
🌲
not reproducible ≠ wrong/false/fluke
reproducible ≠ true
not reproducible ≠ poor science
reproducible ≠ good science
reproducibility of results is not a reliable indicator of truth/research quality/epistemic progress.
replication of a poorly designed study is another poorly designed study.
🌲
not reproducible ≠ wrong/false/fluke
reproducible ≠ true
not reproducible ≠ poor science
reproducible ≠ good science
reproducibility of results is not a reliable indicator of truth/research quality/epistemic progress.
replication of a poorly designed study is another poorly designed study.
🌲
not now kitty, mommy is deploying scalable and reproducible infrastructure
August 28, 2026 at 9:20 AM
not now kitty, mommy is deploying scalable and reproducible infrastructure
Reproducibility depends heavily on where you start.
From authors' final analysis data:
✅: 58.2% fully reproducible
🟡: 32.8% partially reproducible
❌: 9.0% not reproducible
From raw data:
✅: 28.4% fully reproducible
🟡: 34.3% partially reproducible
❌: 37.3% not reproducible
From authors' final analysis data:
✅: 58.2% fully reproducible
🟡: 32.8% partially reproducible
❌: 9.0% not reproducible
From raw data:
✅: 28.4% fully reproducible
🟡: 34.3% partially reproducible
❌: 37.3% not reproducible
September 25, 2026 at 2:15 PM
Reproducibility depends heavily on where you start.
From authors' final analysis data:
✅: 58.2% fully reproducible
🟡: 32.8% partially reproducible
❌: 9.0% not reproducible
From raw data:
✅: 28.4% fully reproducible
🟡: 34.3% partially reproducible
❌: 37.3% not reproducible
From authors' final analysis data:
✅: 58.2% fully reproducible
🟡: 32.8% partially reproducible
❌: 9.0% not reproducible
From raw data:
✅: 28.4% fully reproducible
🟡: 34.3% partially reproducible
❌: 37.3% not reproducible
nix is not reproducible because the userbase is trans and infertile
January 26, 2026 at 6:08 PM
nix is not reproducible because the userbase is trans and infertile
Sartha Thrace is not a person but merely a reproducible idea... HELLHOUND moment
June 16, 2026 at 6:24 PM
Sartha Thrace is not a person but merely a reproducible idea... HELLHOUND moment
Excited to launch the new improved Reproducible Code guide from @britishecologicalsociety.org @methodsinecoevol.bsky.social FREE online here! www.britishecologicalsociety.org//wp-content/... Amazing work by some very talented ECRs. We hope it’s useful!
December 16, 2025 at 3:03 PM
Excited to launch the new improved Reproducible Code guide from @britishecologicalsociety.org @methodsinecoevol.bsky.social FREE online here! www.britishecologicalsociety.org//wp-content/... Amazing work by some very talented ECRs. We hope it’s useful!
headline:
“how [game] sold [high number] in just one week!”
my mind:
20% trying everything, 80% luck
article:
(lies) 100% intentional and reproducible
every fucking time
“how [game] sold [high number] in just one week!”
my mind:
20% trying everything, 80% luck
article:
(lies) 100% intentional and reproducible
every fucking time
May 21, 2025 at 5:35 AM
headline:
“how [game] sold [high number] in just one week!”
my mind:
20% trying everything, 80% luck
article:
(lies) 100% intentional and reproducible
every fucking time
“how [game] sold [high number] in just one week!”
my mind:
20% trying everything, 80% luck
article:
(lies) 100% intentional and reproducible
every fucking time
technology always finds the next reproducible thing
art always finds the next irreproducible thing
art always finds the next irreproducible thing
March 28, 2025 at 4:42 PM
technology always finds the next reproducible thing
art always finds the next irreproducible thing
art always finds the next irreproducible thing
i'll show her something reproducible
June 29, 2026 at 6:29 PM
i'll show her something reproducible
And they call it "reproducible", despite the fact that NixOS users will never reprodu-
February 26, 2026 at 9:40 PM
And they call it "reproducible", despite the fact that NixOS users will never reprodu-
THIS IS NOT A REPRODUCIBLE TEACHING MODEL FOR ME TYVM
January 15, 2026 at 8:06 PM
THIS IS NOT A REPRODUCIBLE TEACHING MODEL FOR ME TYVM
So (a) using a *lot* of energy to do what you can currently "control-F" seems like a waste, and (b) LLM answers aren't reproducible.
September 17, 2026 at 12:51 PM
So (a) using a *lot* of energy to do what you can currently "control-F" seems like a waste, and (b) LLM answers aren't reproducible.
Identifying reproducible biomarkers for microbiome association studies requires sample sizes of thousands www.sciencedirect.com/science/arti...
Identifying reproducible biomarkers for microbiome association studies requires thousands of sample sizes
www.sciencedirect.com
July 27, 2025 at 9:10 AM
Identifying reproducible biomarkers for microbiome association studies requires sample sizes of thousands www.sciencedirect.com/science/arti...
🤔Looking to make your #code more #reproducible? Check out our new and improved guide to Reproducible Code! 🧪🌍️
Find it here👇️
buff.ly/10TeNok
@nhcooper123.bsky.social
@britishecologicalsociety.org
Find it here👇️
buff.ly/10TeNok
@nhcooper123.bsky.social
@britishecologicalsociety.org
February 11, 2026 at 1:00 PM
🤔Looking to make your #code more #reproducible? Check out our new and improved guide to Reproducible Code! 🧪🌍️
Find it here👇️
buff.ly/10TeNok
@nhcooper123.bsky.social
@britishecologicalsociety.org
Find it here👇️
buff.ly/10TeNok
@nhcooper123.bsky.social
@britishecologicalsociety.org
René Magritte, Imagen no reproducible, 1937 /// Twin Peaks, 1991
November 14, 2024 at 7:33 AM
René Magritte, Imagen no reproducible, 1937 /// Twin Peaks, 1991
Lawful Neutral: Standards-and-evals engineers
“You may deploy the synthetic god, but first complete Form 19-B and submit reproducible benchmark results.”
“You may deploy the synthetic god, but first complete Form 19-B and submit reproducible benchmark results.”
September 19, 2026 at 4:06 AM
Lawful Neutral: Standards-and-evals engineers
“You may deploy the synthetic god, but first complete Form 19-B and submit reproducible benchmark results.”
“You may deploy the synthetic god, but first complete Form 19-B and submit reproducible benchmark results.”
Reproducible
Atomic
Immutable
Declarative
Atomic
Immutable
Declarative
September 23, 2024 at 3:03 AM
Reproducible
Atomic
Immutable
Declarative
Atomic
Immutable
Declarative
"Packages that can't be rebuilt byte-for-byte are now blocked from entering Debian's testing branch."
https://itsfoss.com/news/debian-makes-reproducible-builds-mandatory/
https://itsfoss.com/news/debian-makes-reproducible-builds-mandatory/
In a Big Move to Linux Security, Debian Makes Reproducible Builds Mandatory
Packages that can't be rebuilt byte-for-byte are now blocked from entering Debian's testing branch.
itsfoss.com
May 13, 2026 at 8:49 AM
"Packages that can't be rebuilt byte-for-byte are now blocked from entering Debian's testing branch."
https://itsfoss.com/news/debian-makes-reproducible-builds-mandatory/
https://itsfoss.com/news/debian-makes-reproducible-builds-mandatory/
What an achievement:
* All official Debian bookworm live images rebuild reproducibly
lists.reproducible-builds.org/pipermail/rb...
* All official Debian bookworm live images rebuild reproducibly
lists.reproducible-builds.org/pipermail/rb...
Irregular status update about reproducible Debian live ISO images
lists.reproducible-builds.org
March 27, 2025 at 3:44 AM
What an achievement:
* All official Debian bookworm live images rebuild reproducibly
lists.reproducible-builds.org/pipermail/rb...
* All official Debian bookworm live images rebuild reproducibly
lists.reproducible-builds.org/pipermail/rb...
Finally - Relocatable OCaml in “fully relocatable” mode is also reproducible (as long as the C compiler is reproducible) and passes its testsuite 😮💨🥳🎉🍾🎊
March 1, 2025 at 5:11 PM
Finally - Relocatable OCaml in “fully relocatable” mode is also reproducible (as long as the C compiler is reproducible) and passes its testsuite 😮💨🥳🎉🍾🎊