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Source channel @githubtrending · Post #14925 · Jul 7

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#typescript#12_factor#12_factor_agents#agents#ai#context_window#framework#llms#memory#orchestration#prompt_engineering#rag The 12-Factor Agents are a set of proven principles to build reliable, scalable, and maintainable AI applications powered by large language models (LLMs). They help you combine the creativity of AI with the stability of traditional software by managing prompts, context, tool calls, error handling, and human collaboration effectively. Instead of relying solely on complex frameworks, you can apply these modular concepts to improve your existing products quickly and reach high-quality AI performance for real users. This approach makes AI software easier to develop, debug, and scale, ensuring it works well in production environments[1][3][5]. https://github.com/humanlayer/12-factor-agents

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djangoproject

@djangoproject · Post #335 · 05/09/2017, 05:22 AM

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https://code.tutsplus.com/tutorials/behavior-driven-development-in-python--net-26547 Behavior-Driven Development (which we will now refer to as "#BDD") follows on from the ideas and principles introduced in #Test-Driven Development. The key points of writing tests before code really apply to BDD as well. The idea is to not only test your code at the granular level with unit tests, but also test your application end to end, using acceptance tests. We will introduce this style of testing with the use of the Lettuce testing framework.

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djangoproject

@djangoproject · Post #199 · 11/29/2016, 04:13 PM

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http://pythonhosted.org/behave/ behave is behaviour-driven development, Python style. Behavior-driven development (or #BDD) is an agile software development technique that encourages collaboration between developers, #QA and non-technical or business participants in a software project. We have a page further describing this philosophy. behave uses tests written in a natural language style, backed up by Python code. Once you’ve installed behave, we recommend reading the tutorial first and then feature test setup, behave API and related software (things that you can combine with behave) finally: how to use and configure the behave tool.

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djangoproject

@djangoproject · Post #552 · 01/23/2018, 04:33 PM

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https://pypi.python.org/pypi/pytest-bdd #BDD library for the py.test runner #pytest-bdd implements a subset of Gherkin language for the automation of the project requirements testing and easier behavioral driven development. Unlike many other BDD tools it doesn’t require a separate runner and benefits from the power and flexibility of the #pytest. It allows to unify your unit and functional #tests, easier continuous integration server configuration and maximal reuse of the tests setup. Pytest fixtures written for the #unit_test s can be reused for the setup and actions mentioned in the feature steps with dependency injection, which allows a true BDD just-enough specification of the requirements without maintaining any context object containing the side effects of the Gherkin. imperative declarations.

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#bdd#pytest#tests#unit_test