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machinefi/trio-retina

Model-agnostic state layer for world models — turn any detector (YOLO · VLM · DINO) into one standard, queryable stream of events + latent state. numpy-only, runs on CPU at the edge.

Visit GitHub
Python
189
43
3 contributors
Apache License 2.0
website
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Momentum

How fast machinefi/trio-retina is gaining stars, and where it lands on Trendshift and GitHub Trending

Activity and trending

Stars, forks and merged pull requests each day or month, lined up with the repository's rank on Trendshift Trending

Aug 20 – Oct 19, 2026

Stars +4 in 61 days

01
1

Forks +0 in 61 days

01

Merged PRs 0 in 61 days

01

Trendshift Trendingwhere the repository ranked each day it made the top 25

Not in the Trendshift top 25 in this period

Aug 20Aug 28Sep 5Sep 13Sep 21Sep 29Oct 7Oct 15
The left and right arrow keys step from day to day; Home and End go to the first and the last

Stars, forks, merged pull requests and Trendshift Trending rank, by day
DayStars gainedForks gainedMerged PRs
Thu, Aug 20, 2026+0+00
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Total+4+00
  • 1#1 on the list
  • 7Rank that day
  • Not trending

Social mentions

Recent discussions about this repository across the web
  1. Jun 201 post
    • 绝大多数 AI 世界模型,还局限于一辆车、一个机器人或一片虚拟世界里。 Trio 掀起了新范式。 无需重构硬件,它直接唤醒企业现有的摄像头与传感器,秒级读懂仓库、工厂、餐厅、零售店及医院等场景的实时物理运营。 它不凭空制造幻觉,它只洞察理解正在运行的现实世界,并做出行动。

      Read full on X, posted by @iotex_cn

      @iotex_cn · x.com

  2. Jun 194 posts
    • Most world models focus on a single agent—one car, one robot. Trio’s vision is different. Designed for live physical operations, Trio is building a collaborative human-robot future for warehouses,…

      Read full on X, posted by @cbetass

      @cbetass · x.com

    • Most AI models focus on one car, robot, or virtual world. Trio is different. It understands live physical operations: warehouses, factories, retail, hospitals & more-using cameras & sensors…

      Read full on X, posted by @iotex_io

      @iotex_io · x.com

    • Most AI world models focus on one car, one robot, or one virtual world. Trio is different. It understands live physical operations - warehouses, factories, restaurants, retail stores, hospitals, and…

      Read full on X, posted by @iotex_io

      @iotex_io · x.com

    • Most AI world models focus on one car, one robot, or one virtual world. Trio is different. It understands live physical operations - warehouses, factories, restaurants, retail stores, hospitals, and…

      Read full on X, posted by @iotex_io

      @iotex_io · x.com

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