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sipyourdrink-ltd/bernstein

The open‑source AI Agents Governance & Orchestration framework: write the rules declaratively, Bernstein enforces them and produces the verifiable, replayable record. Free, Apache-2.0. https://bernstein.run

Python ◇ agent-fleet Apache-2.0
★1.3KSTARS
⑂175FORKS
!355ISSUES
🏆#2,350GLOBAL RANK
🔥3DAYS TRENDING
🚀
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Star History

Continuous Observations
Interactive star growth chart for sipyourdrink-ltd/bernstein
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Momentum

+32

STARS · LAST 30 DAYS

1

PER DAY

#298

MOST-STARRED Python

Window7 days30 days90 days
Stars gained+7+32+90
Per day111
Forks gained+1+4+10

bernstein gained 32 stars in the last 30 days, about 1 a day, and now has 1.3K. It is about 1 year old and has averaged roughly 1.3K stars a year. It ranks #298 among Python repositories and #2,350 across all languages on GitHubRepo.

Trending Record

bernstein has maintained a continuous presence across global trending indexes, peaking at #1965. Below is the 30-day activity profile:

💡 Overview

bernstein is an open-source project written in Python: The open‑source AI Agents Governance & Orchestration framework: write the rules declaratively, Bernstein enforces them and produces the verifiable, replayable record. Free, Apache-2.0. https://bernstein.run.

Engineered for speed, consistency, and developer ease, it solves common hurdles in agent-fleet, agent-governance, agent-infrastructure. 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 bernstein

⚙ System Requirements

Platforms

  • • macOS
  • • Linux
  • • Windows

Runtime & Dependencies

Python >= 3.9, pip, virtualenv

Architecture

x86_64, ARM64 (Apple Silicon & Graviton)

🧠 How It Works

bernstein 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

Autonomous AI Agents

Orchestrate intelligent workflows and tool-calling routines with bernstein.

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

1

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

2

Initialize your project workspace or configuration file for bernstein.

3

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

4

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

👍 Strengths

Active community backing with 1,290 GitHub stars and verified adoption.
Permissive open-source distribution under the Apache-2.0 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

sipyourdrink-ltd/bernstein is currently ranked #2,350 by stars across every repository tracked on GitHubRepo. These are adjacent projects:

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Frequently Asked Questions

What does bernstein do? +

The open‑source AI Agents Governance & Orchestration framework: write the rules declaratively, Bernstein enforces them and produces the verifiable, replayable record. Free, Apache-2.0. https://bernstein.run

What language is bernstein written in? +

The primary language is Python. Topics include: agent-fleet, agent-governance, agent-infrastructure, agent-orchestrator, ai-agents.

Is bernstein actively maintained? +

Yes, the last recorded push was on Sep 26, 2026 with 355 open issues being tracked.

How many stars does bernstein have? +

bernstein has 1,290 stars and 175 forks on GitHub.

How does bernstein rank among GitHub repositories? +

With 1,290 stars, sipyourdrink-ltd/bernstein is ranked #2,350 globally across all repositories tracked on GitHubRepo and #298 among Python projects.

What license is bernstein distributed under? +

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

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