GitNova

GitHub seismograph — discoveries and growing interest

MemTensor/MemT-1.0

Language modelsPython#ai-agents#deepseek#llm#long-context#long-term-memory
Total stars
134
Today · UTC
+14since 06:37 UTC
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Official repository for MemT-1.0

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About the project

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.

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

README summarized by DeepSeek V4.1 Flash. Details may be inaccurate. Read the original README →

4.7 Early signal Magnitude out of 10 — how fast interest is growing, not a quality score.

Star growth looks organic. Data as of October 20, 2026, 08:14 UTC.

The star-growth assessment does not verify whether the project is safe to run.

Stars per day

075150October 19, 2026October 20, 2026

Bars show stars per UTC day; the line is a moving average of available history. Gaps mean missing data, not zero growth. Today's bar is incomplete. Red marks spike days.

Why it’s trending

  • Star-counter measurements on 2026-10-20 (UTC), 06:37–08:02: 120 → 134 stars (+14). This is the change over that interval.
  • Estimated end-of-day forecast: about +76 stars, using observed gains and the previous day.
  • The repository is 1 day old and already has 134 stars. With less than two weeks of history, there's no usual pace to compare the spike against yet.
  • Top new repositories this week: #158.

Measured growth: the last 7 completed days

The full 7-day window is unavailable; no weekly total or comparison is calculated.

Daily measurements · UTC
October 13, 2026
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October 14, 2026
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October 15, 2026
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October 16, 2026
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October 17, 2026
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October 18, 2026
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October 19, 2026
123

Largest measured day in the last 30 days: 123 · October 19, 2026. Days with data: 1.

Completed days come from GitHub star history; today and forecasts are excluded from this comparison. History checked: October 20, 2026, 08:13 UTC. Sources and measurement limits →

Three GitHub discoveries in each edition

What they do, why they are gaining interest, and what to check before using them.

Editions at 10:00, 16:00, 22:00 MSK.

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Numbers

Total stars
134
Today
+14 stars measured 2026-10-20, 06:37–08:02 UTC, ≈ 76 by evening
Forks
1
Issues and pull requests
0
Watchers
0
Language
Python
Created
October 19, 2026
Last push
October 20, 2026

Star trust

Growth looks organic: forks and discussion are in line with active projects, and stars arrive unevenly, the way people give them.

These are heuristics, not a verdict: we judge by the repository’s behavior, not by a list of stargazers.

Spotted in
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GitNova: 4.7
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