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Show HN: Infinite canvas product search and decision making

https://onton.com/surfaces
5•kar_t•38m ago
Hi HN,

We launched Canvas, an AI-powered visual workspace for furniture shopping: onton.com/surfaces. It's early, and we're trying to figure out if we're actually solving a real problem or just our own.

Canvas lets you drag products from our 3M+ item catalog, upload inspiration images that auto-link to shoppable products, and generate AI room renderings. Basically trying to consolidate the nightmare of furniture shopping (Pinterest + screenshots + 15 browser tabs) into one place. The average person spends 79 days researching furniture across disconnected platforms. When I renovated my home, I had the same experience – inspiration everywhere, no way to see it all together or actually make purchase decisions.

The interesting parts are probably the search and image generation systems feeding the canvas rather than the canvas itself. Making it infinitely scalable would be straightforward but the hard problems are upstream (product matching, AI rendering quality, search relevance across millions of items).

Would love feedback if you try it, especially around whether this consolidation actually matters or if there are better ways to solve this problem.

Urban Myth of 5-7-5

https://www.graceguts.com/essays/urban-myth-of-5-7-5
1•latexr•2m ago•0 comments

Jack Dorsey and Elon Musk would like to 'delete all IP law'

https://techcrunch.com/2025/04/13/jack-dorsey-and-elon-musk-would-like-to-delete-all-ip-law/
1•hhs•9m ago•0 comments

Andrew Ng's letter to an 18 y.o. worried about AI

https://www.deeplearning.ai/the-batch/dont-believe-the-hype/
1•siquick•11m ago•0 comments

The curious case of broken theorems

https://davidbessis.substack.com/p/the-curious-case-of-broken-theorems
1•mathgenius•12m ago•0 comments

A Small Linear Accelerator for Charged Microparticles

https://www.mdpi.com/2076-3417/15/21/11709
1•PaulHoule•15m ago•0 comments

AI Gateway from Pydantic

https://pydantic.dev/articles/gateway-open-beta
1•scolvin•16m ago•0 comments

Be Simple

https://corrode.dev/blog/simple/
1•vinhnx•17m ago•0 comments

Use buttons instead of text link in your outreach email

https://www.emailbuttons.com/
3•zackho•19m ago•1 comments

Heat engine uses the cold of space to run a fan (400mW per sqm)

https://www.youtube.com/watch?v=5VSmBl8Rv_o
2•gsf_emergency_4•20m ago•0 comments

Gaza Online – Esims for Gazans

https://www.gaza.online/
1•aussieguy1234•20m ago•0 comments

Differential Coding of Perception in the Languages

https://www.pnas.org/doi/10.1073/pnas.1720419115
1•DrierCycle•24m ago•0 comments

Disney+ to Allow User-Generated Content via AI

https://www.hollywoodreporter.com/business/digital/disney-plus-gen-ai-user-generated-content-1236...
1•TMWNN•25m ago•0 comments

US announces 'Southern Spear' mission as forces deploy near South America

https://www.aljazeera.com/news/2025/11/14/us-announces-southern-spear-mission-as-forces-deploy-to...
3•treetalker•25m ago•1 comments

Another Round of Tea Protocol Spam Floods NPM, but It's Not a Worm

https://socket.dev/blog/tea-protocol-spam-floods-npm-but-its-not-a-worm
1•feross•27m ago•0 comments

No Leak, No Problem – Bypassing ASLR with a ROP Chain to Gain RCE

https://modzero.com/en/blog/no-leak-no-problem/
1•todsacerdoti•33m ago•0 comments

The EU must uphold hard-won protections for digital human rights [pdf]

https://edri.org/wp-content/uploads/2025/11/The-EU-must-uphold-hard-won-protections-for-digital-h...
3•doener•37m ago•0 comments

Crushed by capitalism? There's a video game for that

https://www.ft.com/content/5b223e7a-3161-4f03-a577-557e9947618b
2•hhs•38m ago•0 comments

Show HN: Infinite canvas product search and decision making

https://onton.com/surfaces
5•kar_t•38m ago•0 comments

Strict and full Turkish get-up [video]

https://www.youtube.com/shorts/wXWSjSwjGuA
2•programmexxx•39m ago•0 comments

Big Tech Wants Direct Access to Our Brains

https://www.nytimes.com/2025/11/14/magazine/neurotech-neuralink-rights-regulations.html
5•bookofjoe•39m ago•1 comments

Remote access, real cargo: cybercriminals targeting trucking and logistics

https://www.proofpoint.com/us/blog/threat-insight/remote-access-real-cargo-cybercriminals-targeti...
2•gnabgib•40m ago•0 comments

AI Generated Pokemon Sprites with GPT-2

https://matthew.rayfield.world/articles/ai-generated-pokemon-sprites-with-gpt-2/
1•novaray•46m ago•0 comments

Justice Department Announces Actions to Combat Illicit NK Revenue Generation

https://www.justice.gov/opa/pr/justice-department-announces-nationwide-actions-combat-illicit-nor...
2•miohtama•46m ago•0 comments

Cybercom 2.0: Pentagon Unveils Plan to Fix Cyber Talent Shortfalls

https://www.securityweek.com/cybercom-2-0-pentagon-unveils-plan-to-fix-cyber-talent-shortfalls/
1•Bender•47m ago•0 comments

Fortinet Confirms Active Exploitation of Critical FortiWeb Vulnerability

https://www.securityweek.com/fortinet-confirms-active-exploitation-of-critical-fortiweb-vulnerabi...
1•Bender•48m ago•0 comments

Multi-day storm is threatening flooding and mudslides in Southern California

https://www.cnn.com/2025/11/14/weather/southern-california-storm-flooding-risk-climate-hnk
1•Bender•49m ago•0 comments

There's No Rust on This Ironclad Kernel

https://hackaday.com/2025/11/12/theres-no-rust-on-this-ironclad-kernel/
2•ajdude•49m ago•0 comments

DNS Resolution Delay: The Silent Killer That Blocks Your Threads

https://howtech.substack.com/p/dns-resolution-delay-the-silent-killer
2•birdculture•49m ago•1 comments

Show HN: JSON Schema → Luau type converter (Rust)

https://github.com/amirfarzamnia/json-schema-to-luau
2•amirfarzamnia•51m ago•1 comments

Brexit reduced UK GDP by 6-8%, investments by 12-18% [pdf]

https://www.nber.org/system/files/working_papers/w34459/w34459.pdf
79•jnord•55m ago•29 comments