I am a PhD student in Computer Sciences for neuroimaging, building platforms to connect experts and make their work better, faster and easier using @nextflowio.github.com/AlexVCaronJoined April 2023
Agile. XP. Scrum. Iterative development. We literally invented these ways of working because software isn't deterministic or predictable. Now suddenly the fact that AI isn't deterministic is the blocker?
Let's be honest about what software development actually looked like before agentic coding.
Requirements changed mid-project. Stakeholders moved the goalposts weekly. Teams rewrote features because the market shifted, a competitor launched, or someone in management had a new idea on a Tuesday. We built feedback loops, sprint reviews, and MVPs specifically because nobody could predict what the finished product would look like on day one.
That wasn't failure. That was the job.
And yet, a chorus of pundits now frames AI as uniquely unreliable because it doesn't produce identical output every time. As if human teams ever did. As if two developers given the same brief would write the same code. As if any project plan survived first contact with reality.
The "deterministic human vs. non-deterministic AI" argument isn't just wrong. It's intellectually dishonest. It cherry-picks one property of AI, strips away all context, and compares it to a version of human software development that never existed.
We can build reliable systems with non-deterministic components. We've been doing it for decades. Every test suite, every code review, every CI/CD pipeline exists because humans are unpredictable. We didn't eliminate the unpredictability. That would be impossible. Instead we built guardrails around it.
AI needs the same approach. Solid reliable processes. Automatic validation and verification. Guardrails! And we know how to build those.
So the next time someone tells you AI can't be trusted because it's non-deterministic, ask them one simple question:
When was software development ever deterministic in the first place?
Big updates for the Nextflow @code Extension! 🚀
🔍 Workflow view – Visualize logical structure of pipelines
⚙️ Process view – See all processes in one place
🌐 Seqera view – Manage connected CEs directly in the IDE
📚 Resources view – Quickly access Copilot, AI tools & training
🚀 @OHBM Time Machine is here! We’re uploading all past annual meeting recordings to the OHBM YouTube channel, thanks to the Program, Education, and Communications Committees. 2022 & 2023 are already up, with more coming soon, including #OHBM2024!
📺 youtube.com/@OHBM
4/ 🧲Advanced MRI reveals how brain networks remodel after surgery for operculo-insular epilepsy. This study shows early connectivity reductions and compensatory enhancements, shedding light on recovery mechanisms. 💡⏩️ Check out: frontiersin.org/journals/neuro…
After many years in the making, the handbook of #tractography is now available with a multitude of exciting chapters to read written by experts in the field 🧠
Find this topic exciting? Consider a free membership here: tractography.io
3/4 🧵 @AlexVCaron shared the evolution of diffusion MRI processing with nf-scil, a Nextflow DSL2 repository. Their efforts are making dMRI research more reproducible and efficient, paving the way for better clinical translations. 🧠 #NextflowSummit#dMRI#MedicalImaging
Delve into the world of diffusion MRI processing with @AlexVCaron! 🧠 As a PhD Candidate at @USherbrooke, he's revolutionizing the field with his talk "Mining diamonds with wooden hammers: getting diffusion MRI processing into the age of steel." summit.nextflow.io/2024/boston/sp…
4K Followers 4K FollowingCCO at @SeqeraLabs / @nextflowio
Doing cool #Nextflow infrastructure stuff in #bioinformatics. Helping startups with going to market. Tweets are my own.
234 Followers 145 FollowingThe International Society of Tractography brings together world leading experts spanning diverse fields to reach new frontiers in the field of tractography
975 Followers 0 FollowingDIPY is a free and open source software focusing on diffusion magnetic resonance imaging (dMRI) analysis, image processing and machine learning.
246K Followers 323 FollowingThe largest nonprofit of scientists & physicians devoted to understanding the #brain & #nervoussystem.
Follow us at @NeuronlineSfN, @SfN_Events & @SfNJournals
1.2M Followers 787 FollowingProfessor at NYU & Executive Chairman at AMI Labs.
Ex-Chief AI Scientist at Meta.
Researcher in AI, Machine Learning, Robotics, etc.
ACM Turing Award Laureate.
9K Followers 115 FollowingInternational Society for Magnetic Resonance in Medicine is a nonprofit association devoted to the development & application of magnetic resonance techniques.
412 Followers 353 FollowingPostdoctoral Junior Leader Fellow @FundlaCaixa at @ChampalimaudF. Working on quantitative MRI, diffusion, relaxometry and much more...
1K Followers 877 FollowingAssociate Prof. @cardiffuni, @UKRI_News Future Leaders Fellow, Head of Microstructure Imaging @CUBRICcardiff, Lead of Medical Image Computing @CardiffVisComp
400 Followers 317 FollowingAssistant professor at the Image Sciences Institute of the UMC Utrecht, working on diffusion MRI methods and translation to dementia and beyond.
4K Followers 4K FollowingCCO at @SeqeraLabs / @nextflowio
Doing cool #Nextflow infrastructure stuff in #bioinformatics. Helping startups with going to market. Tweets are my own.
2K Followers 2K FollowingPublic health bacterial genomics, bioinformatic workflow development, and training. Bactopia (https://t.co/diBn3GGbqW). @ Wyoming Public Health Laboratory
686 Followers 461 FollowingDiffusion MRI & Tractography, Interested in human brain mapping, complexity and everything that is cool science. Associate Professor (Reader) at KCL