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muellerberndt
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muellerberndt/cadence

Deep recursive settlement networks (DRSNs) built from cortical columns that continuously update their world model from experience.

Python ◇ agi MIT
★323STARS
⑂37FORKS
!20ISSUES
🏆#4,318GLOBAL RANK
🔥1DAYS TRENDING
🚀
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Star History

Continuous Observations
Interactive star growth chart for muellerberndt/cadence
CSV

Momentum

+10

STARS · LAST 30 DAYS

1

PER DAY

#511

MOST-STARRED Python

Window7 days30 days90 days
Stars gained+7+10+90
Per day111
Forks gained+1+3+10

cadence gained 10 stars in the last 30 days, about 1 a day, and now has 323. It is about 1 year old and has averaged roughly 323 stars a year. It ranks #511 among Python repositories and #4,318 across all languages on GitHubRepo.

Trending Record

cadence has maintained a continuous presence across global trending indexes, peaking at #4070. Below is the 30-day activity profile:

💡 Overview

cadence is an open-source project written in Python: Deep recursive settlement networks (DRSNs) built from cortical columns that continuously update their world model from experience.

Engineered for speed, consistency, and developer ease, it solves common hurdles in agi, asi, celebral-cortex. 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 Python 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
$ pip install cadence

⚙ System Requirements

Platforms

  • • macOS
  • • Linux
  • • Windows

Runtime & Dependencies

Python >= 3.9, pip, virtualenv

Architecture

x86_64, ARM64 (Apple Silicon & Graviton)

🧠 How It Works

cadence coordinates its core functionality through a modular Python 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 cadence into Python 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 MIT license.

🚀 Getting Started

1

Install cadence using your package manager: `pip install cadence`

2

Initialize your project workspace or configuration file for cadence.

3

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

4

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

👍 Strengths

Active community backing with 323 GitHub stars and verified adoption.
Permissive open-source distribution under the MIT license.
Built in Python 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 Python 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.

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👥 Who Should Use This

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

🏆 Nearby in the Rankings

muellerberndt/cadence is currently ranked #4,318 by stars across every repository tracked on GitHubRepo. These are adjacent projects:

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#4,318 muellerberndt/cadence This Project Python ★ 323
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Frequently Asked Questions

What does cadence do? +

Deep recursive settlement networks (DRSNs) built from cortical columns that continuously update their world model from experience.

What language is cadence written in? +

The primary language is Python. Topics include: agi, asi, celebral-cortex, distributed-systems, general-intelligence.

Is cadence actively maintained? +

Yes, the last recorded push was on Sep 28, 2026 with 20 open issues being tracked.

How many stars does cadence have? +

cadence has 323 stars and 37 forks on GitHub.

How does cadence rank among GitHub repositories? +

With 323 stars, muellerberndt/cadence is ranked #4,318 globally across all repositories tracked on GitHubRepo and #511 among Python projects.

What license is cadence distributed under? +

The repository reports a MIT license. Always verify the repository LICENSE file for legal terms.

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