# MemTensor/MemT-1.0

> A family of memory foundation models with native long-term memory: dynamic local memory and trainable hyper memory retain history without accessing the original context, cutting storage roughly 66x versus full-context KV cache at 128K.

- Magnitude: 4.8 out of 10 — Early signal
- Stars: 140 total · +20 stars measured 2026-10-20, 06:37–08:46 UTC, ≈ 81 by evening
- Star trust: star growth looks organic
- Category: Language models · Language: Python · Created: 2026-10-19 · Last push: 2026-10-20
- GitHub: https://github.com/MemTensor/MemT-1.0 · Page: https://gitnova.dev/en/r/MemTensor/MemT-1.0

## Useful for

- Serve MemT-1.0-Nano with SGLang and run multi-turn conversations with persistent memory
- Build a long-horizon coding agent that reuses stored procedural experience via native memory

## Why it’s here

- Star-counter measurements on 2026-10-20 (UTC), 06:37–08:46: 120 → 140 stars (+20). This is the change over that interval.
- Estimated end-of-day forecast: about +81 stars, using observed gains and the previous day.
- The repository is 1 day old and already has 140 stars. With less than two weeks of history, there's no usual pace to compare the spike against yet.
- Top new repositories this week: #154.

## Star trust

Star growth looks organic.

Star-trust labels are heuristics based on the repository’s behavior, not a check of every stargazer.

## Numbers

- Forks: 2
- Issues and pull requests: 1
- Watchers: 0
- Average over the last week: 102 per day
- Usual pace: too little history (under two weeks)
- Stars in the last hour (measured): 10

## Stars per day, last 2 days (oldest → newest, today is partial)

2026-10-19 … 2026-10-20: 123, 20

## Spotted in now

- Top new repositories this week: #154

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   Full card: https://gitnova.dev/en/r/mistralai/timestral.md
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   Full card: https://gitnova.dev/en/r/solidsf-inc/solidcv.md
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   Full card: https://gitnova.dev/en/r/headroomlabs-ai/headroom.md
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   A C++ local inference engine that runs the 125B MoE model Qwen3.8-Flash-Next on a regular PC with one NVIDIA GPU (12-24 GB) and 64 GB RAM, exposing an OpenAI/Anthropic-compatible API on localhost.
   Full card: https://gitnova.dev/en/r/Niko1221/Strata.md
5. **mudler/LocalAI** — 4.5 · Breakout · Language models · Go · +33 stars measured 2026-10-20, 00:24–08:46 UTC, ≈ 102 by evening
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   Full card: https://gitnova.dev/en/r/mudler/LocalAI.md

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Magnitude (0–10) measures how fast and how unusually interest in a repository is growing right now. It is not a quality score.
Days are UTC. “So far today” is a fact; “expected by the end of the day” is a forecast.
Summaries and use cases are written by an LLM (DeepSeek V4.1 Flash) from the README and may be inaccurate: verify specific claims (benchmarks, speed, hardware) in the repository itself.
Data as of 2026-10-20 08:57 UTC, updated every 30 minutes.