Dear NVIDIA Brev Team (Hi @AHarpster & Team),
I am writing on behalf of our non-profit human rights watchdog and educational organization based in Poland. Our mission is to support and socially integrate individuals with cognitive disabilities and protect their fundamental rights through accessibility and education.
Currently, we are developing a specialized, accessible AI assistant designed to simplify complex legal texts, civic rights documents, and educational materials into an easily understandable, plain-language format for people with cognitive impairments.
Our Technical Stack: We are building a self-hosted RAG (Retrieval-Augmented Generation) pipeline using open-weight models (such as Llama/Mistral/Bielik PL) combined with a local vector database.
Our Bottleneck: We are currently running our prototyping on CPU-only machines. Because of this, model inference is extremely slow (often taking over 200–300 seconds per query), which makes real-world user testing and development iteration nearly impossible. Additionally, commercial proprietary APIs are financially unsustainable for our statutory budget as a grassroots NGO.
We would love to utilize the NVIDIA Brev ecosystem, specifically to deploy pre-configured GPU environments via Organization Launchables, which would immensely speed up our development, testing, and deployment cycles.
As a registered non-profit watchdog, we would be extremely grateful for any student, educational, or promotional Brev credits (even $100–$150) to help us bypass this compute bottleneck, run our model experiments, and complete our R&D.
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web (EN/PL): neuroatypowi.org
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Organization Name: NCA-6b73-86236
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Organization ID: org-36flWIouuDhFHxytZin8ed7eD2k
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Organization Launchables: bielik-vllm-server
Thank you so much for your time, support, and for building an ecosystem that empowers social impact projects!
CRITICAL DIVISION:
I kindly request that you immediately submit a $20 “Redeem Code” to the “Credits” section for immediate setup and configuration of the minimalist bielik-vllm-server solution (NVIDIA A10G (22.35 GiB), 1 GPU x 4 CPUs, 16 GiB RAM, 80 GB Storage, AWS).
I’m having problems registering as a nonprofit organization (I’m attaching a formal Polish-language confirmation of registration for “NEUROATYPOWI” digitally signed).
zaswiadczenie_Neuroatypowi.pdf (154.5 KB)
My permanent allowance was unlawfully withdrawn due to concentration problems that prevented me from freely communicating.
In order to save my autistic grandson from being taken to a foster home, just like his mother’s daughter, I absolutely must create professional positions, which is impossible without access to the removed AI model speakleash, name bielik-11b-v2_6-instruct from build.
This matter is extremely serious, so the multilingual milestones for official misconduct in the proceedings are published on the website
I am asking for your help on behalf of my disabled grandson and daughter.
Best regards,
Marek SZEWCZYK