{
 "schema_version": 1,
 "generated": "2026-10-20",
 "id": "robertkarl-unbiasedstrata--check-front-end-without-gpu",
 "repo": "robertkarl/UnbiasedStrata",
 "repo_url": "https://github.com/robertkarl/UnbiasedStrata",
 "repo_slug": "robertkarl-unbiasedstrata",
 "title": "Test the server front end without a GPU or model",
 "page_title": "How to test the server front end without a GPU or model with Unbiased Strata",
 "summary": "Run the front end test suite against a fake engine to confirm a build works before any model is loaded.",
 "who": "A developer who changes the C++ front end or builds on a machine with no GPU and no model files.",
 "problem": "Full inference tests need a GPU and large model files, which slows down checking a build.",
 "outcome": "A pass or fail result for the front end tests that does not need hardware or model files.",
 "steps": [
  "Run `git submodule update --init` in the cloned repo.",
  "Run `make build`.",
  "Run `make test` and read the result."
 ],
 "agent_prompt": "In the UnbiasedStrata repo at <repo-path>, run make build and make test and report the final pass or fail count. Confirm the tests ran against the fake engine and not a real model.",
 "agents": [
  "any"
 ],
 "difficulty": "Intermediate",
 "time": "30 minutes",
 "basis": "readme",
 "caveat": "make build still needs the CUDA toolchain on Linux x86-64, so this is not a no-hardware build of the engines themselves.",
 "category": "Software and DevOps",
 "tags": [
  "Software and DevOps"
 ],
 "lang": "c++",
 "requirements": [
  "Linux x86-64 machine with one NVIDIA GPU (Pascal or newer) and CUDA 12.x",
  "git and a C++ build toolchain able to run make build",
  "GGUF model files copied to the machine by hand, since the fork does not download them",
  "Optional: the mmproj projector file from the same repository as the model, for picture input"
 ],
 "risk": "none",
 "seen_in_the_wild": false,
 "mentioned_publicly": false,
 "risks": [],
 "best": false,
 "score": 0.8,
 "evidence": [],
 "url": "https://dedupedai.com/use-cases/robertkarl-unbiasedstrata/check-front-end-without-gpu/",
 "md": "https://dedupedai.com/use-cases/robertkarl-unbiasedstrata/check-front-end-without-gpu/index.md",
 "disclaimer": "Deduped lists open-source repositories that belong to other people. We do not own, maintain, audit, or vouch for any of them, and a repo appearing here is not an endorsement or a safety check. The use cases, steps, and prompts are written by AI and may be incomplete, outdated, or just wrong. Where a use case is marked \"Seen in the wild\", we link to public posts where someone described something similar, but we have not verified those posts and the use case itself is still our AI's own write-up. Use all of this at your own risk. Only run code, commands, or agents on systems and accounts you are authorized to use, and read the code and every command before you run it, especially anything that touches credentials, files, or the network. Nothing here is professional, security, legal, or financial advice. All trademarks and project names belong to their respective owners, and their use here does not imply affiliation. Content is provided as is, without warranties of any kind. Found a mistake, a safety problem, or something you want removed? Email hello@dedupedai.com and we will look at it promptly.",
 "api": "https://dedupedai.com/api/v1/usecases/robertkarl-unbiasedstrata--check-front-end-without-gpu.json",
 "api_version": "v1"
}