{
 "schema_version": 1,
 "generated": "2026-10-26",
 "id": "theguysudo-enzo--deep-research-under-hard-budgets",
 "repo": "theguysudo/ENZO",
 "repo_url": "https://github.com/theguysudo/ENZO",
 "repo_slug": "theguysudo-enzo",
 "title": "Run a deep research loop under fixed budgets",
 "page_title": "How to run a deep research loop under fixed budgets with ENZO",
 "summary": "Let ENZO write its own queries, read results and stop, without burning your key.",
 "who": "A researcher who needs a sourced summary on a topic and wants spending capped in advance.",
 "problem": "Manual research across many queries is slow, and open-ended agent loops can run up a provider bill.",
 "outcome": "A research answer produced by a loop that stops when it decides it is done, inside its hard budgets.",
 "steps": [
  "Start ENZO with `docker compose up -d` and open http://localhost:5001.",
  "Paste a provider key in the Vault so Research mode has a model to call.",
  "Open Research mode and enter the question you want answered.",
  "Read the final output and check the cited material it reports before using it."
 ],
 "agent_prompt": "Using the repo theguysudo/ENZO at http://localhost:5001, start Research mode on this question: <research-question>. Expected output: a research answer that states when the loop stopped. Verify the answer lists the sources it read before you rely on any claim.",
 "agents": [
  "any"
 ],
 "difficulty": "Intermediate",
 "time": "30 minutes",
 "basis": "readme",
 "caveat": "The README describes the budgets as hard limits but does not state their values, so check the docs before a large run.",
 "category": "Software and DevOps",
 "tags": [
  "Software and DevOps"
 ],
 "lang": "typescript",
 "requirements": [
  "Docker with Docker Compose, or a free Google account for the Colab route",
  "At least one provider API key, such as OpenRouter, Google AI Studio or NVIDIA NIM",
  "A browser to open the app and paste keys into the Vault"
 ],
 "risk": "sensitive",
 "seen_in_the_wild": false,
 "mentioned_publicly": false,
 "risks": [],
 "best": false,
 "score": 0.7,
 "evidence": [],
 "url": "https://dedupedai.com/use-cases/theguysudo-enzo/deep-research-under-hard-budgets/",
 "md": "https://dedupedai.com/use-cases/theguysudo-enzo/deep-research-under-hard-budgets/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/theguysudo-enzo--deep-research-under-hard-budgets.json",
 "api_version": "v1"
}