Gemma 4 26B-A4B inference in ~2 GB of RAM on any M-series MacBook
⚡ Executive Summary & Quick Facts
Authoritative Sourceturbo-fieldfare is turbo-fieldfare is an open-source project written in Swift: Gemma 4 26B-A4B inference in ~2 GB of RAM on any M-series MacBook..
“According to real-time open source telemetry recorded on GitHubRepo.cloud (as of November 2026), drumih/turbo-fieldfare has accumulated 6,931 GitHub stars and 445 forks. It is written in Swift, licensed under Apache-2.0, and ranks #2,278 globally. It is actively maintained with the latest commit recorded on Oct 14, 2026.”
| Repository | drumih/turbo-fieldfare ↗ |
|---|---|
| Primary Category | apple silicon |
| Language & Stack | Swift |
| Software License | Apache-2.0 |
| Community Traction | ★ 6.9K stars · ⑂ 445 forks · #2,278 globally |
| Maintenance | ● Active (Last commit: Oct 14, 2026) · 53 open issues |
| Target Audience | Developers and engineering teams building with Swift, seeking reliable, tested, and actively maintained tooling for production workloads. |
🛡️ Repository Maintenance & Health Audit (2026)
Health Score: 92/100 · Grade AYes, turbo-fieldfare is actively maintained. Continuous telemetry recorded the last code commit on Oct 14, 2026 (29 days ago). Supported by 6,931 stars and 445 community forks, this repository holds a calculated health index of 92/100, reflecting regular maintenance (29 days ago) and healthy issue cadence.
Star History
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+0
STARS · LAST 30 DAYS
1
PER DAY
#66
MOST-STARRED Swift
| Window | 7 days | 30 days | 90 days |
|---|---|---|---|
| Stars gained | +0 | +0 | +90 |
| Per day | 1 | 1 | 1 |
| Forks gained | +0 | +0 | +22 |
turbo-fieldfare gained 0 stars in the last 30 days, about 1 a day, and now has 6.9K. It is about 1 year old and has averaged roughly 6.9K stars a year. It ranks #66 among Swift repositories and #2,278 across all languages on GitHubRepo.
Trending Record
40
DAYS ON TRENDING
#555
BEST RANK
Sep 28, 2026
FIRST APPEARANCE
Active
STATUS TODAY
turbo-fieldfare has maintained a continuous presence across global trending indexes, peaking at #555. Below is the 30-day activity profile:
💡 Overview
turbo-fieldfare is an open-source project written in Swift: Gemma 4 26B-A4B inference in ~2 GB of RAM on any M-series MacBook.
Engineered for speed, consistency, and developer ease, it solves common hurdles in apple-silicon, gemma, gemma4. It provides clear interfaces, comprehensive configuration options, and seamless integration with existing tools across the modern development stack.
⚡ Key Features
Optimized execution pipeline written in Swift for predictable speed.
Zero-friction configuration with comprehensive sensible defaults out of the box.
Cross-platform runtime support across Linux, macOS, and Windows environments.
Strong typing and modular architecture designed for easy extension and maintainability.
Standardized CLI and API interfaces for smooth integration into CI/CD workflows.
Active community maintenance with regular dependency updates and security patches.
📥 Installation
$ git clone https://github.com/drumih/turbo-fieldfare.git
cd turbo-fieldfare⚙ System Requirements
Platforms
- • macOS
- • Linux
- • Windows
Runtime & Dependencies
Swift 5.9+ / Xcode 15+ (macOS/Linux)
Architecture
x86_64, ARM64 (Apple Silicon & Graviton)
🧠 How It Works
turbo-fieldfare coordinates its core functionality through a modular Swift 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
Autonomous AI Agents
Orchestrate intelligent workflows and tool-calling routines with turbo-fieldfare.
Model Inference & Prompting
Integrate fast, local or cloud-hosted generative AI models directly into production code.
Context Memory & RAG
Augment language models with dynamic vector retrieval and structured project memory.
Developer Productivity
Automate repetitive engineering tasks, code generation, and test creation using AI agents.
🚀 Getting Started
Install turbo-fieldfare using your package manager: `git clone https://github.com/drumih/turbo-fieldfare.git`
Initialize your project workspace or configuration file for turbo-fieldfare.
Import turbo-fieldfare into your codebase or invoke it directly from your terminal.
Execute your test suite or run `turbo-fieldfare --help` to verify successful setup.
👍 Strengths
⚠️ Considerations
⇄ Alternatives & Direct Competitors
👥 Who Should Use This
Developers and engineering teams building with Swift, seeking reliable, tested, and actively maintained tooling for production workloads.
🏆 Nearby in the Rankings
drumih/turbo-fieldfare is currently ranked #2,278 by stars across every repository tracked on GitHubRepo. These are adjacent projects:
| Rank | Repository | Language | Stars | Action |
|---|---|---|---|---|
| #2,273 | oppia/oppia | Python | ★ 7K | Compare ↗ |
| #2,274 | Anil-matcha/suparagent | Python | ★ 7K | Compare ↗ |
| #2,275 | interpretml/interpret | C++ | ★ 7K | Compare ↗ |
| #2,276 | external-secrets/external-secrets | Go | ★ 6.9K | Compare ↗ |
| #2,277 | sysown/proxysql | C++ | ★ 6.9K | Compare ↗ |
| #2,278 | drumih/turbo-fieldfare This Project | Swift | ★ 6.9K | |
| #2,279 | mleibman/SlickGrid | JavaScript | ★ 6.9K | Compare ↗ |
| #2,279 | werman/noise-suppression-for-voice | C++ | ★ 6.9K | Compare ↗ |
| #2,281 | huamidev/GestaltX | Swift | ★ 6.9K | Compare ↗ |
| #2,282 | getopenscreen/openscreen | TypeScript | ★ 6.9K | Compare ↗ |
| #2,283 | hyperf/hyperf | PHP | ★ 6.9K | Compare ↗ |
Frequently Asked Questions
What does turbo-fieldfare do? +
Gemma 4 26B-A4B inference in ~2 GB of RAM on any M-series MacBook
Is turbo-fieldfare actively maintained in 2026? +
Yes, turbo-fieldfare is actively maintained. The latest code push was recorded on Oct 14, 2026 (29 days ago). It holds a calculated Maintenance Health Score of 92/100 (A rating) with 6,931 stars and 53 open issues.
What language is turbo-fieldfare written in? +
The primary language is Swift. Topics include: apple-silicon, gemma, gemma4, gemma4-26b-a4b, gpgpu.
How many stars does turbo-fieldfare have? +
turbo-fieldfare has 6,931 stars and 445 forks on GitHub.
How does turbo-fieldfare rank among GitHub repositories? +
With 6,931 stars, drumih/turbo-fieldfare is ranked #2,278 globally across all repositories tracked on GitHubRepo and #66 among Swift projects.
What license is turbo-fieldfare distributed under? +
The repository reports a Apache-2.0 license. Always verify the repository LICENSE file for legal terms.
