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Achievement: Pull Sharkx3Achievement: Pair Extraordinairex3Achievement: QuickdrawAchievement: YOLO

Achievements

Achievement: Pull Sharkx3Achievement: Pair Extraordinairex3Achievement: QuickdrawAchievement: YOLO

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MariusGithub13/README.md

Marius Andronie

I build production AI and Python systems at Devaland, in Romania.

Before that, I typeset scientific books for more than twenty years. That is where the rule behind everything here comes from: a document and the text a program extracted from it are not the same thing. So the software I build either quotes its source, or says plainly that it could not read it.

Built and running

  • open-deal-kit: agents for company acquirers, from first teaser to investment memo. Every claim is cited to its source or cut. MIT.
  • everypage and everypage-web: ask a PDF a question and get one of three answers: found (with verified quotes), not found (only when every page was read), or cannot say. Live demo · 2-minute video
  • ro-cited-answers: self-hosted Romanian question answering on an open-weight model that refuses any answer it cannot trace to a source.
  • Deal OS: cited due-diligence software for acquirers. Sample report, no login

Writing: dev.to/devaland, engineering write-ups, including the failures I found in my own systems.

Work with us: fixed-price projects through Devaland Marketing S.R.L., delivered remotely. devaland.com · LinkedIn

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  1. open-deal-kit open-deal-kit Public

    Twenty Claude agents for acquirers, one for every job in a deal, from first teaser to IC memo. Every claim cited to its source or it gets cut. MIT.

    2 2

  2. ro-cited-answers ro-cited-answers Public

    Self-hosted Romanian QA on an open-weight model that refuses any answer it cannot trace to a source. Sovereignty decides where the weights sit, not whether the answer is true.

    Python

  3. everypage everypage Public

    Ask a PDF a question with a local model. It names the page, and says which pages it could not read.

    Python

  4. everypage-web everypage-web Public

    Ask a PDF a question: verified quotes with their page, and an honest 'cannot say' when a page could not be read. NVIDIA Nemotron on Nebius Token Factory.

    Python