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How do you validate video pipeline changes for ML models?

1•iamdani•2h ago
How do people validate that a change to video data (encoding, preprocessing, annonimization etc.) won’t break models later?

We’ve seen cases where encoding was changed, psnr/ssim barely moved, video looked great - yet model behavior changed dramatically.

How do you validate video data changes before training? Or is the only real answer 'retrain and find out'?

Show HN: Festive Greetings – Create and share Holiday Cards with your loved ones

https://festivegreeting.vercel.app/
1•mr_o47•2m ago•0 comments

Show HN: Paste Recipe – AI-powered recipe formatter

https://www.pasterecipe.com
1•BuildItBusk•7m ago•1 comments

The Architecture of Open Source Applications

https://aosabook.org/en/index.html
1•bcye•13m ago•0 comments

Waymo is using the Honk app to pay $20-$24 to manually close doors

https://www.washingtonpost.com/technology/2025/12/25/waymo-robots-human-work/
2•sleepingreset•13m ago•0 comments

Artists revolt as X's latest feature lets users AI-edit any photo

https://piunikaweb.com/2025/12/25/x-grok-ai-edit-image-feature-artists-leaving-no-opt-out/
1•doright•14m ago•0 comments

Largest Companies by Marketcap

https://companiesmarketcap.com/
1•ksec•15m ago•1 comments

Legible Hacker News

https://adam.farkas.pro/legible-hackernews/
2•piersj225•20m ago•2 comments

Inferal Workspace Architecture: How We Work at Inferal

https://gist.github.com/yrashk/59b1cd144864bc3320a0ac0c766d4f55
1•yrashk•20m ago•1 comments

Show HN: Q-SSP – Quantum-Entropy Sanitization (7.997 bits/byte)

https://github.com/Alpha-Legents/Q-SSP
1•zenith_vortex•20m ago•0 comments

The worst fire in space history

https://www.sciencefocus.com/space/fire-in-space-jerry-linenger
1•slow_typist•20m ago•1 comments

Older Americans Quit Weight-Loss Drugs in Droves

https://www.nytimes.com/2025/12/21/health/older-people-glp1-weight.html
1•prmph•25m ago•0 comments

I wrote a 2M-character novel with ChatGPT, without an outline

1•hideroze•26m ago•0 comments

I learned to stop worrying and love AI slop

https://www.technologyreview.com/2025/12/23/1130396/how-i-learned-to-stop-worrying-and-love-ai-slop/
1•Brajeshwar•31m ago•0 comments

AI overestimates how smart people are, according to economists

https://techxplore.com/news/2025-12-ai-overestimates-smart-people-economists.html
1•Brajeshwar•31m ago•0 comments

Bee collecting honeydew produced by scale insects [video]

https://www.youtube.com/watch?v=-4lijMoA_3M
1•joebig•32m ago•0 comments

Asahi Linux with Sway on the MacBook Air M2

https://daniel.lawrence.lu/blog/2024-12-01-asahi-linux-with-sway-on-the-macbook-air-m2/
1•andsoitis•35m ago•0 comments

Complaint Tablet to EA-NāṣIR – Oldest Customer Complaint

https://en.wikipedia.org/wiki/Complaint_tablet_to_Ea-nāṣir
1•andsoitis•40m ago•0 comments

Show HN: Crossview – visualize Crossplane resources and compositions

https://corpobit.com/products/crossview
1•moeidheidari•42m ago•0 comments

The year data centers went from back end to center stage

https://techcrunch.com/2025/12/24/the-year-data-centers-went-from-backend-to-center-stage/
1•saikatsg•42m ago•0 comments

Nvidia to license AI chip challenger Groq's tech and hire its CEO

https://techcrunch.com/2025/12/24/nvidia-acquires-ai-chip-challenger-groq-for-20b-report-says/
1•saikatsg•43m ago•1 comments

Dark Patterns and Deceptive Designs in Chinese and Japanese F2P Mobile Games

https://arxiv.org/abs/2511.17512
1•PaulHoule•45m ago•0 comments

Show HN: Gwt-Claude – Parallel Claude Code sessions with Git worktrees

https://github.com/slowestmonkey/gwt-claude
2•slowmonkey•45m ago•1 comments

Show HN: Top Four – a directory of /top4 pages

https://topfour.net
1•peterspath•46m ago•0 comments

Autonomous Cars

https://daniel.lawrence.lu/blog/2025-12-24-autonomous-cars/
1•andsoitis•47m ago•0 comments

Secure Key Storage (SKS) is a library for Go that abstracts Security Hardware

https://github.com/facebookincubator/sks
2•keepamovin•55m ago•0 comments

Show HN: GridMakers – A privacy-first grid tool for artists(runs locally,no ads)

https://gridmakers.app
1•jackzhuo•57m ago•1 comments

Dedalus: Datalog in Time and Space (2009) [pdf]

http://www.eecs.berkeley.edu/Pubs/TechRpts/2009/EECS-2009-173.pdf
1•birdculture•58m ago•0 comments

Ask HN: What happens to world economics when humanity reaches triade?

1•IdontKnowRust•59m ago•2 comments

MingDecode: Personalized Life Insights with Chinese Astrology

https://www.mingdecode.com/bazi/zh
1•gwt123•59m ago•0 comments

Ultra-Low-Latency Trading System

https://submicro.krishnabajpai.me/
22•krish678•1h ago•19 comments