{
 "schema_version": 1,
 "generated": "2026-10-20",
 "repo": "KimGLee/Cambium",
 "name": "Cambium",
 "owner": "KimGLee",
 "slug": "kimglee-cambium",
 "github": "https://github.com/KimGLee/Cambium",
 "what": "Cambium is a Python governance standard and toolset that keeps knowledge repositories maintained by LLM agents scoped, resumable, and under operator control.",
 "why": "",
 "language": "Python",
 "requirements": [
  "Python 3 available as python3",
  "A Cambium source checkout",
  "A Git repository for the knowledge corpus, since adoption resolves an upstream ref to a Git commit SHA",
  "Terminal access for the agent, with the operator's permission to install the toolchain",
  "An operator who can answer the repository decisions Cambium leaves to the operator"
 ],
 "audience_note": "Built for operators who run LLM agents against a shared knowledge corpus and need rules, evidence, and recovery state for that work.",
 "risk": "none",
 "section": "earlier",
 "weekly_rank": null,
 "category": "Research",
 "url": "https://dedupedai.com/use-cases/kimglee-cambium/",
 "use_case_count": 3,
 "use_cases": [
  {
   "id": "kimglee-cambium--adopt-governance-for-knowledge-repo",
   "title": "Adopt Cambium governance for a knowledge repository",
   "best": true,
   "url": "https://dedupedai.com/use-cases/kimglee-cambium/adopt-governance-for-knowledge-repo/",
   "json": "https://dedupedai.com/use-cases/u/kimglee-cambium/adopt-governance-for-knowledge-repo.json"
  },
  {
   "id": "kimglee-cambium--resume-interrupted-corpus-task",
   "title": "Resume an interrupted corpus task without guessing",
   "best": false,
   "url": "https://dedupedai.com/use-cases/kimglee-cambium/resume-interrupted-corpus-task/",
   "json": "https://dedupedai.com/use-cases/u/kimglee-cambium/resume-interrupted-corpus-task.json"
  },
  {
   "id": "kimglee-cambium--plan-multi-batch-corpus-task",
   "title": "Plan a long multi-batch corpus task with a Task Plan",
   "best": false,
   "url": "https://dedupedai.com/use-cases/kimglee-cambium/plan-multi-batch-corpus-task/",
   "json": "https://dedupedai.com/use-cases/u/kimglee-cambium/plan-multi-batch-corpus-task.json"
  }
 ],
 "disclaimer": "Third-party repos we don't own or vouch for. AI-generated use cases can be wrong: review everything and run at your own risk."
}