{ "schema_version": 1, "generated": "2026-10-20", "id": "bootloops-ai-bootloops--agent-plan-for-precision-problem", "repo": "BootLoops-ai/bootloops", "repo_url": "https://github.com/BootLoops-ai/bootloops", "repo_slug": "bootloops-ai-bootloops", "title": "Have an agent map a precision problem to the right tools", "page_title": "How to have an agent map a precision problem to the right tools with Bootloops", "summary": "Point an agent at the tools index so it proposes a plan for your problem and waits for your approval.", "who": "A scientist with an integral from a paper, a dataset, or a published number they want checked, and no sense yet of which instrument applies.", "problem": "Choosing among dozens of specialised tools is slow, and an agent that runs them without a plan can produce results nobody can check.", "outcome": "An agent-written plan naming which instruments apply, or stating that none do, which you approve before anything runs.", "steps": [ "Clone the repository and open your agent inside the Bootloops directory (inferred, check the README)", "Name your object: an integral from a paper, a dataset, or a published number to check", "Give the agent this prompt: Read `tools/README.md` and the tool guides it points to, then propose a plan for this problem for me to approve.", "Review the plan, including which instruments apply and which acceptance tests each result must pass", "Approve the plan only if it names the checks you require, then let the agent run it" ], "agent_prompt": "Read tools/README.md and the tool guides it points to in the bootloops repository. For the problem , propose a plan listing the instruments that apply, or state that none do, with the acceptance test each result must pass. Verify that every tool you name appears in tools/README.md.", "agents": [ "any" ], "difficulty": "Beginner", "time": "15 minutes", "basis": "readme", "caveat": "The README says an agent may find that no instrument applies, and it does not guarantee that a tool fits your problem, so the approved plan still needs your scientific judgment.", "category": "Research", "tags": [ "Research" ], "lang": "python", "requirements": [ "Git to clone the repository", "Python 3.12", "Python packages mpmath, sympy, numpy, python-flint, and pytest", "Julia only for packages that ship Julia components", "An LLM agent such as Claude Code, Codex, or Cursor, or any agent you prefer" ], "risk": "none", "seen_in_the_wild": false, "mentioned_publicly": false, "risks": [], "best": false, "score": 0.8, "evidence": [], "url": "https://dedupedai.com/use-cases/bootloops-ai-bootloops/agent-plan-for-precision-problem/", "md": "https://dedupedai.com/use-cases/bootloops-ai-bootloops/agent-plan-for-precision-problem/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/bootloops-ai-bootloops--agent-plan-for-precision-problem.json", "api_version": "v1" }