Artificial Intelligence

Survival LLM Runs Emergency AI With No Internet

Survival LLM runs offline, cites every answer, and auto-selects the model that fits your RAM.

By StartupHub.ai Staff, Editorial team

3 min read

Laptop showing offline AI assistant with source citations for emergency guidance
Credit: brangus.io

Survival LLM from brangus.io ships as a free emergency assistant that runs entirely on your own computer and answers questions about blackouts, burns or water purification from trusted sources with the passage highlighted.

You set it up while you have internet. After that Survival LLM needs none.

Survival LLM uses retrieval-augmented generation is a technique where the model searches a local library before it writes an answer, so Survival LLM checks your memory on first launch, downloads the model that fits, then downloads the library and runs inference locally without sending anything out. According to brangus.io the Mac download is 212 MB and the Windows download is 25 MB, setup takes 20 minutes to about 2½ hours depending on internet speed, and the library is 9 GB to download or 19 GB installed, or 1.3 GB to download and 3 GB installed without Wikipedia and iFixit, and Survival LLM needs free disk equal to the model size plus 5 GB plus about 27 GB while the full library installs.

Survival LLM picks from four tiers and Survival LLM shows the tradeoff directly. According to brangus.io a Mac with 128 GB or more gets NVIDIA Nemotron 3.5 Super at 80 GB and scored 21 of 22 right, a Mac with 32 to 96 GB gets Qwen 3.8 27B at 18 GB and also scored 21 of 22, a Windows PC with 32 GB or more gets NVIDIA Nemotron 3.5 Lightning at 25 GB and scored 19 of 22, and a Mac or PC with 16 to 31 GB gets IBM Granite 4.2 8B at 6 GB and scored 14 of 22, where right means the main point of official guidance was correct on 22 blackout and first-aid questions graded blind on an earlier build of the library.

Survival LLM answers from plain-text copies of openly licensed and public-domain references that Survival LLM makes searchable in a fraction of a second, including about 930,000 Wikipedia articles, WikiMed, MedlinePlus, UK Medicines A to Z, WikEM, Ready.gov, CDC travelers health, U.S. military manuals, wikiHow, iFixit, Appropedia and Stack Exchange Q&A, and Survival LLM lets you add your own PDFs, Word documents, ebooks and notes such as a generator manual, which Survival LLM keeps on your computer and searches too. Survival LLM is private by design with no account and no tracking, and Survival LLM is open source under the MIT license on GitHub.

NVIDIA Nemotron 3.5 Super is not just a text model. NVIDIA says NVIDIA Nemotron 3.5 Super VL is a vision-language model for reasoning, coding, tool use and document understanding that developers can customize with NVIDIA NeMo and that uses NVFP4 quantization with quantization-aware distillation and LiLiCorr speculative decoding to speed inference, which helps explain why Survival LLM reserves the 80 GB Super variant for 128 GB Macs.

Survival LLM warns that Survival LLM can be wrong and that smaller models make more mistakes, so Survival LLM always lists the articles it read and lets you click to verify, and Survival LLM costs battery while it thinks, about 100 W for 5 to 40 seconds per question on a MacBook Pro according to brangus.io, or roughly 100 to 300 answers per full charge. If you want offline help, download Survival LLM while you are online, let Survival LLM finish the model and library download, then test a few prompts with the internet off and check the highlighted sources.

Mentioned in this story

Sources

TopicsSurvival LLMBrangusNVIDIA NemotronQwen3.8IBM GraniteApple Silicon

StartupHub.ai Staff

Written by

StartupHub.ai Staff

Editorial team

The staff writers of StartupHub.ai, ranging from investment analysts to avid AI tool users, early adopters and critical enthusiasts. Backgrounds span engineering, business and the arts. We hold every piece to rigorous standards of research and review.

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