{
 "schema_version": 1,
 "generated": "2026-10-20",
 "repo": "MemTensor/MemT-1.0",
 "name": "MemT-1.0",
 "owner": "MemTensor",
 "slug": "memtensor-memt-1-0",
 "github": "https://github.com/MemTensor/MemT-1.0",
 "what": "MemT-1.0 is an official research repository for a memory foundation model that keeps persistent, evolving memory inside the model's computation, served through SGLang with a Python client.",
 "why": "",
 "language": "Python",
 "requirements": [
  "Linux server with NVIDIA CUDA and Python 3.11 or newer",
  "uv installed for the inference install step",
  "A complete local MemT-1.0-Nano checkpoint with BF16 weights, configuration and tokenizer assets",
  "Two GPUs for the Nano example in the README",
  "Write access to ./memt-state on the server for memory snapshots"
 ],
 "audience_note": "Written for ML engineers and researchers who can run a Linux GPU server and want to test persistent model memory in conversations.",
 "risk": "none",
 "section": "earlier",
 "weekly_rank": null,
 "category": "Research",
 "url": "https://dedupedai.com/use-cases/memtensor-memt-1-0/",
 "use_case_count": 3,
 "use_cases": [
  {
   "id": "memtensor-memt-1-0--run-persistent-memory-chat-locally",
   "title": "Run a chat that remembers facts across turns",
   "best": true,
   "url": "https://dedupedai.com/use-cases/memtensor-memt-1-0/run-persistent-memory-chat-locally/",
   "json": "https://dedupedai.com/use-cases/u/memtensor-memt-1-0/run-persistent-memory-chat-locally.json"
  },
  {
   "id": "memtensor-memt-1-0--save-and-restore-memory-snapshot",
   "title": "Save a memory snapshot and resume it in a new session",
   "best": false,
   "url": "https://dedupedai.com/use-cases/memtensor-memt-1-0/save-and-restore-memory-snapshot/",
   "json": "https://dedupedai.com/use-cases/u/memtensor-memt-1-0/save-and-restore-memory-snapshot.json"
  },
  {
   "id": "memtensor-memt-1-0--compare-memory-on-and-off-replies",
   "title": "Compare replies with native memory on and off",
   "best": false,
   "url": "https://dedupedai.com/use-cases/memtensor-memt-1-0/compare-memory-on-and-off-replies/",
   "json": "https://dedupedai.com/use-cases/u/memtensor-memt-1-0/compare-memory-on-and-off-replies.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."
}