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What async means for your Python web app?

https://hackeryarn.com/post/async-python-benchmarks/
1•hackeryarn•41s ago•0 comments

MAME 0.284

https://www.mamedev.org/?p=558
1•chungy•1m ago•0 comments

Ask HN: How did you make yourself more marketable?

3•ronbenton•9m ago•1 comments

2025 End of Year Engineering Pay Report

https://levels.fyi/2025/
2•zuhayeer•16m ago•0 comments

Anomalous electronic state opens pathway to room-temperature superconductivity

https://phys.org/news/2025-11-anomalous-electronic-state-pathway-room.html
3•PaulHoule•20m ago•0 comments

S&P500 Priced in Gold

https://pricedingold.com/sp-500/
4•jcartw•20m ago•1 comments

Screen Sizes: A Web App That Shows the Display Resolution for Every iPhone Model

https://screensizes.app/
1•alwillis•22m ago•0 comments

Exploring Dithering on Spectra 6-color E-Ink Displays

https://myembeddedstuff.com/e-ink-spectra-6-color
1•edent•26m ago•0 comments

Personalization Requires Data

https://www.uzpg.me/technical/2025/12/29/agents-personalization.html
1•etherio•29m ago•0 comments

AI company has released an app that lets people converse with avatars of dead

https://old.reddit.com/r/STEW_ScTecEngWorld/comments/1owliqk/an_ai_company_has_released_an_app_th...
1•emeraldd•29m ago•2 comments

The Gemini AI Studio "Context Tax": How a 10-word prompt cost me £121

2•daitandojo•32m ago•0 comments

C++20 Modules: Best Practices from a User's Perspective

https://chuanqixu9.github.io/c++/2025/12/30/C++20-Modules-Best-Practices.en.html
1•aw1621107•33m ago•0 comments

Odoo: Open-Source ERP

https://github.com/odoo/odoo
1•stein1946•34m ago•0 comments

Brazilian court requiring Reddit to disclose identity of a ponzi whistleblower

https://www.conjur.com.br/2025-dez-30/reddit-deve-fornecer-dados-de-perfil-anonimo-que-fez-postag...
3•dotluis•36m ago•0 comments

AI code analysis is getting good

https://hachyderm.io/@mitchellh/115810614410324976
1•sashk•40m ago•0 comments

Stop Chatting with AI. Start Loops (Ralph Driven Development)

https://lukeparker.dev/stop-chatting-with-ai-start-loops-ralph-driven-development
1•ghuntley•50m ago•0 comments

Logarithmic Scales of Pleasure and Pain (2019)

https://forum.effectivealtruism.org/posts/gtGe8WkeFvqucYLAF/logarithmic-scales-of-pleasure-and-pa...
1•eatitraw•52m ago•0 comments

LLMs for Medical Practice: Look Out

https://www.science.org/content/blog-post/llms-medical-practice-look-out
4•xigoi•52m ago•0 comments

TidesDB – A Modern RocksDB Replacement [video]

https://www.youtube.com/watch?v=gkxTqd_LaCQ
1•alexpadula•53m ago•0 comments

Porting Graph:Easy to TypeScript with GPT-5.2 and Azad

https://tomisin.space/projects/graph-easy-ts/
2•AntiRush•54m ago•0 comments

Ask HN: How does an indy website integrate with cookie vendors to make money?

2•ricksunny•55m ago•0 comments

Alan Kay – 75 Years of Graphical User Interfaces [video]

https://www.youtube.com/watch?v=qS20Z0RXr28
3•spiralganglion•56m ago•0 comments

A History of My Homelab

https://vhaudiquet.fr/blog/history-homelab/
1•vhaudiquet•56m ago•0 comments

Capital in the 22nd Century

https://philiptrammell.substack.com/p/capital-in-the-22nd-century
2•coloneltcb•58m ago•0 comments

The First Video Game Came Long Before Pong

https://www.iflscience.com/the-first-video-game-came-long-before-pong-and-was-invented-by-a-manha...
3•geox•1h ago•1 comments

Cross-site Scripting-benchmark of Python sanitizers against real browsers

https://github.com/EmilStenstrom/justhtml-xss-bench
2•EmilStenstrom•1h ago•1 comments

Growing Up in "404 Not Found" (Part II): The Vanishing Nuclear City

https://vincent404.substack.com/p/growing-up-in-404-not-found-part
1•bookstore-romeo•1h ago•1 comments

Be aware when opening "take home challenges" from untrusted recruiters

https://bitbucket.org/brain0xlab/challenge/src/master/
5•birdculture•1h ago•0 comments

Show HN: FuseCells – 2,500 handcrafted levels logic puzzle game with leaderboard

https://igodia.dev/fusecells
2•keini•1h ago•3 comments

Quality of drinking water varies significantly by airline

https://foodmedcenter.org/2026-center-for-food-as-medicine-longevity-airline-water-study/
4•azinman2•1h ago•0 comments
Open in hackernews

Reconstructing UI behavior from video instead of screenshots

https://www.replay.build/learn/behavior-driven-ui-reconstruction
1•ma1or•2h ago

Comments

ma1or•2h ago
I’ve been exploring a different approach to UI reconstruction: treating screen recordings as the source of truth, rather than screenshots, design files, or prompts.

Most tools that attempt to “generate UI” work from static inputs. A screenshot captures layout, but it misses what actually defines an interface: flow, state, and interaction over time.

A short screen recording, on the other hand, shows:

how navigation really works

which screens actually exist

what happens on hover, click, focus

which states are reachable vs. theoretical

I built a small prototype that watches UI video and reconstructs:

layout and component structure

navigation and page hierarchy

visible interaction states

a flow map of what was shown (and what wasn’t)

The key constraint is simple: if something wasn’t shown in the video, it isn’t generated. No guessing, no invented screens.

As a sanity check, I used a familiar public website as an example — not because it’s special, but because most people immediately recognize the structure and flow, which makes it easier to see what’s being reconstructed.

This isn’t about replacing design or development work. It’s more about reducing the “reverse-engineering” phase when all you have is a running product and no specs, no design files, and no original team.

I wrote a longer explanation here: https://www.replay.build/learn/behavior-driven-ui-reconstruc...

Curious if anyone here has tried similar approaches, or run into cases where static representations completely break down when you try to rebuild real interfaces.