{
 "schema_version": 1,
 "generated": "2026-10-24",
 "id": "ivenkoolab-loci--daily-notes-workflow-with-verified-answers",
 "repo": "IvenKooLab/loci",
 "repo_url": "https://github.com/IvenKooLab/loci",
 "repo_slug": "ivenkoolab-loci",
 "title": "Keep notes indexed and check answers before you rely on them",
 "page_title": "How to keep notes indexed and check answers before you rely on them with Loci",
 "summary": "Watch changing files, save quick memories, and ask questions with claim verification.",
 "who": "A knowledge worker who writes notes all day and wants answers they can trust before acting on them.",
 "problem": "New notes are not searchable until reindexed, and answers can state claims without evidence.",
 "outcome": "Changed documents stay indexed, quick memories are searchable by tag, and answers can be verified claim by claim.",
 "steps": [
  "Run `loci watch` in a separate terminal to keep changed documents indexed.",
  "Run `loci remember \"Use staging for demos\" --title \"Demo environment\"` to save a quick memory.",
  "Run `loci search \"demo environment\" --tag memory` to confirm the memory is found.",
  "Run `loci ask \"How should I prepare a demo?\" --verify` to get an answer with claim-by-claim verification."
 ],
 "agent_prompt": "Using the IvenKooLab/loci repo, run loci watch in <instance-path>, then save a memory with loci remember and ask <question> using loci ask with --verify. Expected output: a cited answer with verification results. Verify that the memory saved with loci remember appears in loci search results filtered by --tag memory.",
 "agents": [
  "any"
 ],
 "difficulty": "Intermediate",
 "time": "30 minutes",
 "basis": "readme",
 "caveat": "The README says that after changing the embedding model you must rebuild with Loci ingest --force, or the existing index will not match.",
 "category": "Research",
 "tags": [
  "Research"
 ],
 "lang": "python",
 "requirements": [
  "Python 3.11 or newer",
  "git and a terminal",
  "An embedding endpoint that supports /embeddings, plus a chat endpoint (may be a local one)",
  "A notes or project docs directory to index"
 ],
 "risk": "none",
 "seen_in_the_wild": false,
 "mentioned_publicly": false,
 "risks": [],
 "best": false,
 "score": 0.7,
 "evidence": [],
 "url": "https://dedupedai.com/use-cases/ivenkoolab-loci/daily-notes-workflow-with-verified-answers/",
 "md": "https://dedupedai.com/use-cases/ivenkoolab-loci/daily-notes-workflow-with-verified-answers/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/ivenkoolab-loci--daily-notes-workflow-with-verified-answers.json",
 "api_version": "v1"
}