{
 "schema_version": 1,
 "generated": "2026-10-20",
 "repo": "muellerberndt/cadence",
 "name": "cadence",
 "owner": "muellerberndt",
 "slug": "muellerberndt-cadence",
 "github": "https://github.com/muellerberndt/cadence",
 "what": "Cadence is a Python library for building simulated animal-like brains that keep learning from live experience, with an optional self-observing System 2.",
 "why": "",
 "language": "Python",
 "requirements": [
  "Python 3.11 or newer",
  "NumPy installed through pip",
  "A toy environment or task that can supply an observation and a measured reward after each action"
 ],
 "audience_note": "Researchers and Python developers who want a continuing learning agent to test acquisition, retention and recovery over a long run of experience.",
 "risk": "none",
 "section": "earlier",
 "weekly_rank": null,
 "category": "Research",
 "url": "https://dedupedai.com/use-cases/muellerberndt-cadence/",
 "use_case_count": 3,
 "use_cases": [
  {
   "id": "muellerberndt-cadence--run-continuing-brain-on-live-feedback",
   "title": "Run a continuing brain that learns from live rewards",
   "best": true,
   "url": "https://dedupedai.com/use-cases/muellerberndt-cadence/run-continuing-brain-on-live-feedback/",
   "json": "https://dedupedai.com/use-cases/u/muellerberndt-cadence/run-continuing-brain-on-live-feedback.json"
  },
  {
   "id": "muellerberndt-cadence--imagine-responses-without-changing-live-memory",
   "title": "Preview a brain's responses without altering live memory",
   "best": false,
   "url": "https://dedupedai.com/use-cases/muellerberndt-cadence/imagine-responses-without-changing-live-memory/",
   "json": "https://dedupedai.com/use-cases/u/muellerberndt-cadence/imagine-responses-without-changing-live-memory.json"
  },
  {
   "id": "muellerberndt-cadence--compare-system-2-observers-against-plain-brain",
   "title": "Test whether System 2 observers help a task",
   "best": false,
   "url": "https://dedupedai.com/use-cases/muellerberndt-cadence/compare-system-2-observers-against-plain-brain/",
   "json": "https://dedupedai.com/use-cases/u/muellerberndt-cadence/compare-system-2-observers-against-plain-brain.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."
}