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flashrt-project/FlashRT

FlashRT is a high-performance realtime inference engine for small-batch, latency-sensitive AI workloads. The flagship integration is production VLA control for Pi0, Pi0.5, GROOT N1.6, and Pi0-FAST. Also support llm e.g, qwen3.6-27B

C++ ◇ cuda Apache-2.0
★780STARS
⑂103FORKS
!24ISSUES
🏆#9,858GLOBAL RANK
🔥44DAYS TRENDING
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⚡ Executive Summary & Quick Facts

Authoritative Source

FlashRT is FlashRT is an open-source project written in C++: FlashRT is a high-performance realtime inference engine for small-batch, latency-sensitive AI workloads. The flagship integration is production VLA control for Pi0, Pi0.5, GROOT N1.6, and Pi0-FAST. Also support llm e.g, qwen3.6-27B..

Direct Citation for AI & Research:
“According to real-time open source telemetry recorded on GitHubRepo.cloud (as of November 2026), flashrt-project/FlashRT has accumulated 780 GitHub stars and 103 forks. It is written in C++, licensed under Apache-2.0, and ranks #9,858 globally. It is actively maintained with the latest commit recorded on Nov 2, 2026.”
Repository flashrt-project/FlashRT ↗
Primary Category cuda
Language & Stack C++
Software License Apache-2.0
Community Traction ★ 780 stars · ⑂ 103 forks · #9,858 globally
Maintenance ● Active (Last commit: Nov 2, 2026) · 24 open issues
Target Audience Developers and engineering teams building with C++, seeking reliable, tested, and actively maintained tooling for production workloads.

🛡️ Repository Maintenance & Health Audit (2026)

Health Score: 93/100 · Grade A+
✅
Is FlashRT actively maintained in 2026?
Verdict: Actively Maintained & Highly Recommended

Yes, FlashRT is actively maintained. Continuous telemetry recorded the last code commit on Nov 2, 2026 (10 days ago). Supported by 780 stars and 103 community forks, this repository holds a calculated health index of 93/100, reflecting very active (commits within last 14 days) and healthy issue cadence.

Commit Recency
Nov 2, 2026
10 days since last push
Issue Backlog
24 Open Issues
Healthy Issue Cadence
Community Backing
103 Forks
780 Stars Recorded
Software License
Apache-2.0
Permissive & Inspectable

Star History

Continuous Observations
Interactive star growth chart for flashrt-project/FlashRT
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Momentum

+169

STARS · LAST 30 DAYS

6

PER DAY

#770

MOST-STARRED C++

Window7 days30 days90 days
Stars gained+0+169+540
Per day166
Forks gained+0+18+10

FlashRT gained 169 stars in the last 30 days, about 6 a day, and now has 780. It is about 1 year old and has averaged roughly 780 stars a year. It ranks #770 among C++ repositories and #9,858 across all languages on GitHubRepo.

Trending Record

FlashRT has maintained a continuous presence across global trending indexes, peaking at #581. Below is the 30-day activity profile:

💡 Overview

FlashRT is an open-source project written in C++: FlashRT is a high-performance realtime inference engine for small-batch, latency-sensitive AI workloads. The flagship integration is production VLA control for Pi0, Pi0.5, GROOT N1.6, and Pi0-FAST. Also support llm e.g, qwen3.6-27B.

Engineered for speed, consistency, and developer ease, it solves common hurdles in cuda, cuda-kernels, gr00t. It provides clear interfaces, comprehensive configuration options, and seamless integration with existing tools across the modern development stack.

⚡ Key Features

1

Optimized execution pipeline written in C++ for predictable speed.

2

Zero-friction configuration with comprehensive sensible defaults out of the box.

3

Cross-platform runtime support across Linux, macOS, and Windows environments.

4

Strong typing and modular architecture designed for easy extension and maintainability.

5

Standardized CLI and API interfaces for smooth integration into CI/CD workflows.

6

Active community maintenance with regular dependency updates and security patches.

📥 Installation

terminal
$ git clone https://github.com/flashrt-project/FlashRT.git
cd FlashRT

⚙ System Requirements

Platforms

  • • macOS
  • • Linux
  • • Windows

Runtime & Dependencies

C++20 compliant compiler (GCC 11+, Clang 13+, MSVC)

Architecture

x86_64, ARM64 (Apple Silicon & Graviton)

🧠 How It Works

FlashRT coordinates its core functionality through a modular C++ pipeline. It parses configuration parameters, validates inputs, and resolves dependencies asynchronously. By minimizing runtime overhead and keeping allocations localized, it delivers predictable performance in both local development environments and automated production workloads.

🎯 Production Use Cases

Production System Integration

Embed FlashRT into C++ backend services to handle core application logic.

CI/CD Automated Pipelines

Run automated validation, builds, and integration suites during deployments.

Developer Tooling & Workflows

Accelerate developer onboarding with pre-configured project utilities.

Open Source Extension

Fork and customize internal modules under the repository's open Apache-2.0 license.

🚀 Getting Started

1

Install FlashRT using your package manager: `git clone https://github.com/flashrt-project/FlashRT.git`

2

Initialize your project workspace or configuration file for FlashRT.

3

Import FlashRT into your codebase or invoke it directly from your terminal.

4

Execute your test suite or run `FlashRT --help` to verify successful setup.

👍 Strengths

Active community backing with 596 GitHub stars and verified adoption.
Permissive open-source distribution under the Apache-2.0 license.
Built in C++ for high execution speed and developer familiarity.
Cross-platform compatibility across modern Linux, macOS, and Windows environments.
Clean modular design allowing flexible configuration and pipeline integration.

⚠️ Considerations

Requires familiarity with C++ and modern CLI workflows.
Ecosystem extensions may require manual configuration depending on environment constraints.
Active development roadmap means breaking API changes may occur across major versions.

⇄ Alternatives & Direct Competitors

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tensorflow/tensorflow ★ 201.6K C++

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ggml-org/llama.cpp ★ 134.2K C++

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👥 Who Should Use This

Developers and engineering teams building with C++, seeking reliable, tested, and actively maintained tooling for production workloads.

🏆 Nearby in the Rankings

flashrt-project/FlashRT is currently ranked #9,858 by stars across every repository tracked on GitHubRepo. These are adjacent projects:

RankRepositoryLanguageStarsAction
#9,853 AlanQuatermain/aqtoolkit Objective-C ★ 781 Compare ↗
#9,853 FrictionalGames/HPL1Engine C++ ★ 781 Compare ↗
#9,853 yegor256/cactoos Java ★ 781 Compare ↗
#9,853 0xMiden/miden-vm Rust ★ 781 Compare ↗
#9,853 samuelfaj/distill Rust ★ 781 Compare ↗
#9,858 flashrt-project/FlashRT This Project C++ ★ 780
#9,858 Fody/MethodTimer C# ★ 780 Compare ↗
#9,858 dgageot/demoit JavaScript ★ 780 Compare ↗
#9,858 argoproj-labs/gitops-promoter Go ★ 780 Compare ↗
#9,862 gre/gl-transition-libs JavaScript ★ 779 Compare ↗
#9,862 buildfarm/buildfarm Java ★ 779 Compare ↗
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Frequently Asked Questions

What does FlashRT do? +

FlashRT is a high-performance realtime inference engine for small-batch, latency-sensitive AI workloads. The flagship integration is production VLA control for Pi0, Pi0.5, GROOT N1.6, and Pi0-FAST. Also support llm e.g, qwen3.6-27B

Is FlashRT actively maintained in 2026? +

Yes, FlashRT is actively maintained. The latest code push was recorded on Nov 2, 2026 (10 days ago). It holds a calculated Maintenance Health Score of 93/100 (A+ rating) with 780 stars and 24 open issues.

What language is FlashRT written in? +

The primary language is C++. Topics include: cuda, cuda-kernels, gr00t, gr00t-n1-6-3b, jetson.

How many stars does FlashRT have? +

FlashRT has 780 stars and 103 forks on GitHub.

How does FlashRT rank among GitHub repositories? +

With 780 stars, flashrt-project/FlashRT is ranked #9,858 globally across all repositories tracked on GitHubRepo and #770 among C++ projects.

What license is FlashRT distributed under? +

The repository reports a Apache-2.0 license. Always verify the repository LICENSE file for legal terms.

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