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I am building an API that gives you bounding boxes for every answer

https://ninjadoc.ai
1•dbvitapps•4mo ago

Comments

dbvitapps•4mo ago
I've been working on a document processing API suite that solves a few problems I encountered in my career..

- LLMs are great to provide answers on documents but not so great when you need bounding boxes for them.

- OCRs give you bounding boxes but they don't understand context.

- Mixing them both is a pain.

So we are using vision models to solve this. The result is an easy to use api that gives you an answer for any question you may have but also geometry information for the evidence it found.

We have a few more products lined up down the line but for now this is what you get:

- Endpoints to ask a single question

- A dashboard to define a collection of questions

- Ai enhanced Markdown transforms (our techniques are great for these)

More improvements will come down the line but it's looking good and I wish I had something like this before.

Let me know what you think, any feedback is appreciated.

Thanks!

GPT-5.3-Codex System Card [pdf]

https://cdn.openai.com/pdf/23eca107-a9b1-4d2c-b156-7deb4fbc697c/GPT-5-3-Codex-System-Card-02.pdf
1•tosh•13m ago•0 comments

Atlas: Manage your database schema as code

https://github.com/ariga/atlas
1•quectophoton•16m ago•0 comments

Geist Pixel

https://vercel.com/blog/introducing-geist-pixel
1•helloplanets•18m ago•0 comments

Show HN: MCP to get latest dependency package and tool versions

https://github.com/MShekow/package-version-check-mcp
1•mshekow•26m ago•0 comments

The better you get at something, the harder it becomes to do

https://seekingtrust.substack.com/p/improving-at-writing-made-me-almost
2•FinnLobsien•28m ago•0 comments

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Sony BMG copy protection rootkit scandal

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1•basilikum•32m ago•0 comments

The Future of Systems

https://novlabs.ai/mission/
2•tekbog•33m ago•1 comments

NASA now allowing astronauts to bring their smartphones on space missions

https://twitter.com/NASAAdmin/status/2019259382962307393
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Claude Code Is the Inflection Point

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The AI-Ready Software Developer: Conclusion – Same Game, Different Dice

https://codemanship.wordpress.com/2026/01/05/the-ai-ready-software-developer-conclusion-same-game...
1•lifeisstillgood•42m ago•0 comments

AI Agent Automates Google Stock Analysis from Financial Reports

https://pardusai.org/view/54c6646b9e273bbe103b76256a91a7f30da624062a8a6eeb16febfe403efd078
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Voxtral Realtime 4B Pure C Implementation

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2•vladeta•1h ago•1 comments

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https://www.youtube.com/watch?v=b9EbCb5A408
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Spotify now requires premium accounts for developer mode API access

https://www.neowin.net/news/spotify-now-requires-premium-accounts-for-developer-mode-api-access/
1•bundie•1h ago•0 comments

When Albert Einstein Moved to Princeton

https://twitter.com/Math_files/status/2020017485815456224
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https://matthias-kainer.de/blog/posts/so-whats-the-next-word-then-/
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Ed Zitron: The Hater's Guide to Microsoft

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UK infants ill after drinking contaminated baby formula of Nestle and Danone

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