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MCG-NJU/OneStreamer

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OneStreamer: Unifying Perception, Memory, and Proactive Response in Streaming Video Interaction

About the project

OneStreamer is a streaming video LLM built on Qwen3-VL-4B that keeps textual memory of past events and decides when enough evidence has accumulated to respond. It targets online perception, memory, and proactive response over video streams.

Useful for
  • Run the model on a video stream to answer questions proactively as frames arrive
  • Build a pipeline with PHCM to keep textual event captions instead of full visual history
  • Train a model on the OneStreamer-1M dataset for streaming video QA tasks

README summarized by DeepSeek V4.1 Flash. Details may be inaccurate.

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

Star growth looks organic. Data as of October 3, 2026, 04:01 UTC.

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

Stars per day

03060September 27, 2026October 3, 2026

Bars show daily stars; the line is a moving average of the available history. Short histories do not yet establish a reliable usual pace. Red marks spike days.

Why it’s trending

  • 0 stars so far today, about 37 expected by the end of the day.
  • The spike has held for 2 days in a row — not a one-off blip.
  • The repository is 3 days old and already has 56 stars. With less than two weeks of history, there's no usual pace to compare the spike against yet.
  • Top new repositories this week: #193.

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Numbers

Total stars
56
Today
0 · ≈ 37 by evening
Forks
2
Issues and pull requests
1
Watchers
2
Language
Python
License
Apache-2.0
Created
September 30, 2026
Last push
October 2, 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.

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Seismograph: 3.7 
[![Seismograph](https://gitnova.dev/badge/MCG-NJU/OneStreamer.svg?lang=en)](https://gitnova.dev/en/r/MCG-NJU/OneStreamer)