Set the `expectedInputs` and `expectedOutputs` modalities and languages when creating your session
在使用Prompt API时,开发者需要明确指定输入和输出的模态和语言,以避免不必要的问题。
Set the `expectedInputs` and `expectedOutputs` modalities and languages when creating your session
在使用Prompt API时,开发者需要明确指定输入和输出的模态和语言,以避免不必要的问题。
Add context with initial prompts
通过提供初始提示,开发者可以为模型提供上下文,这对于构建交互式应用至关重要。
The `create()` function's optional options object also takes a `signal` field
使用signal字段可以优雅地取消正在进行的API调用,这是编写健壮代码的一个重要实践。
Set the following flags to **Enabled** on `localhost`
初学者在本地测试时,可能会忘记设置必要的标志,导致API无法正常工作。
Before you use this API, acknowledge Google's Generative AI Prohibited Uses Policy.
初学者在使用API前应特别注意遵守相关政策,以避免潜在的法律风险。
Humans can be in the loop to grant permission and must accept Cloudflare's terms of service, but no human steps are otherwise required from start to finish.
最佳实践是让代理自动化大部分部署流程,但关键步骤如用户同意服务条款仍需人工参与。
These build on prior art and existing standards like OAuth, OIDC and payment tokenization —but are used together to remove many steps that might otherwise require a human in the loop.
强调了现有标准和技术的融合使用,这是实现自动化流程的关键,同时也避免了过时的做法。
Without any extra setup, agents have everything they need to deploy a new production application in one shot.
最佳实践建议是简化部署过程,避免手动步骤,使自动化部署更加高效。
Humans can be in the loop to grant permission and must accept Cloudflare's terms of service, but no human steps are otherwise required from start to finish.
This emphasizes the best practice of automating processes where possible, reducing manual intervention and streamlining workflows.
Humans can be in the loop to grant permission and must accept Cloudflare's terms of service, but no human steps are otherwise required from start to finish.
最佳实践建议:自动化流程可以大幅提高效率,但人类审核和接受服务条款仍然是必要的。
Instead of building Zed like a web page, we built it like a video game, organizing the entire application around feeding data to shaders running on the GPU.
最佳实践是针对特定需求定制开发,而非依赖通用框架,这可以显著提升性能。
Web technology offered an easy path to shipping flexible software, but it also imposed a ceiling. No matter how hard we worked, we couldn't make Atom better than the platform it was built on.
初学者可能会误以为使用现有平台(如Electron)可以快速开发软件,但实际上这限制了软件的性能和功能。
The feature can edit spreadsheets without a human-in-the-loop and was vulnerable to data exfiltration risks due to its ability to insert formulas that trigger external communication.
最佳实践建议:在使用无需人工干预的AI工具时,应特别注意数据泄露风险。
We unknowingly gave particularly high rewards for metaphors with creatures.
这揭示了最佳实践建议:在训练模型时,应仔细设计奖励机制,以避免意外地鼓励不希望的行为。
We approached this through caching, eliminating unnecessary network hops, improving our safety stack to quickly flag issues, and—most importantly—building a way to create a persistent connection to the Responses API, instead of having to make a series of synchronous API calls.
最佳实践建议:通过缓存、减少网络跳数、改进安全栈和建立持久连接来优化性能。
Agents only start working on tasks that aren’t blocked, so execution unfolds naturally and optimally in parallel for this DAG (a sequence of execution steps).
最佳实践建议:Symphony优化任务执行流程,确保代理并行处理非阻塞任务。
Symphony started with a simple concept: any open task should get picked up and completed by an agent.
最佳实践建议:使用Symphony将任务分配给代理,提高工作效率和减少上下文切换。
We make products, tools, and datasets available to everyone with the goal of building a more collaborative ecosystem.
初学者应关注如何通过提供产品、工具和数据集来构建更协作的研究生态系统。
Publishing our work allows us to share ideas and work collaboratively to advance the field of computer science.
初学者需要认识到,分享研究成果是推动计算机科学领域进步的关键。
We regularly open-source projects with the broader research community and apply our developments to Google products.
初学者应学习如何将研究成果开放给社区,并应用于实际产品中,这是促进研究发展的关键。
We strive to create an environment conducive to many different types of research across many different time scales and levels of risk.
初学者可能容易忽略不同类型研究的重要性,以及不同时间尺度和风险水平对研究环境的影响。
The result is a Skill that acts as a cheat sheet for the MCP, not a replacement for it. The MCP still handles the actual connection and tool execution. The Skill just makes sure the LLM doesn't waste tokens stumbling through the same pitfalls I already solved.
这个发现令人惊讶且极具价值。作者提出了一个创新的使用模式:Skill作为MCP的'备忘录',两者形成互补而非替代关系。这种组合既利用了MCP的连接能力,又通过Skill避免了重复探索,代表了AI工具集成的最佳实践。
commit its progress to git with descriptive commit messages
把人类的软件工程最佳实践(Git版本控制)直接映射给Agent,不仅解决了上下文传递问题,更重要的是赋予了Agent“撤销”的能力。在不可控的生成式探索中,可回滚的安全网是长周期运行的基础。
inappropriately change or overwrite JSON files compared to Markdown files
这是一个极具洞察力的工程经验。Markdown格式对LLM来说太“自由”,易被模型篡改或幻觉覆盖;而JSON具有严格的Schema约束。选择合适的数据格式本身就是一种隐式的Prompt防护栏。
errors in the spec would cascade into the downstream implementation.
展现了Agent系统设计中的风险控制逻辑:过早陷入底层细节会导致错误级联。让Planner专注于高层目标,将实现路径留给执行层自主探索,有效避免了自上而下的规划谬误,增强了系统的容错性。
The trick is to think about the _information_ first and the input method second.
这是一个极具启发性的架构思维。开发者常陷入“怎么让用户输入”的交互细节中,却忽略了核心是“系统需要什么数据”。先定义数据契约,再适配输入方式(交互式、参数、配置文件),能瞬间解耦业务逻辑与交互层,大幅提升工具的可组合性。
when an element has a valuedefined using a length (px, em, rem, and so forth), its computed value is inherited bychild elements.
So perfer rem for font-size and unitless number for else
Unsere Vision ist eine zukunftsfähige Musikbranche mit Vorbildcharakter in der Umsetzung von Klimaschutzmaßnahmen.
a principle I use is: If you have an accessor, use the accessor rather than the raw variable or mechanism it's hiding. The raw variable is the implementation, the accessor is the interface. Should I ignore the interface because I'm internal to the instance? I wouldn't if it was an attr_accessor.
For the future, you should: Install LTS (Long-term support) versions as they have an 8-year life span (with Extended Security Maintenance) or 5 years without. The current LTS version is Ubuntu 18.04.1 LTS Bionic Beaver released on July 26, 2018 with an EOL in April 2023. OR Carefully watch the EOL of the interim / development releases and upgrade frequently.
MacFarlane, Douglas, Li Qian Tay, Mark J. Hurlstone, and Ullrich Ecker. ‘Refuting Spurious COVID-19 Treatment Claims Reduces Demand and Misinformation Sharing’, 30 September 2020. https://doi.org/10.31234/osf.io/q3mkd.
Unfortunately, many third party libraries, even though they are written in ESM, are published to npm as CJS modules, so we still need to concatenate them.
it reminds me of IT security best practices. Based on experience and the lessons we have learned in the history of IT security, we have come up with some basic rules that, when followed, go a long way to preventing serious problems later.
The fact is that it doesn’t matter if you can see the threat or not, and it doesn’t matter if the flaw ever leads to a vulnerability. You just always follow the core rules and everything else seems to fall into place.
must keep the focus first on best practices
Good practices? Here are a couple of critiques of the phrase best practices.
1. When “Best Practice” is Bad Practice
Not trying to nitpick here, but as a teacher I find it more important to be able to look at any writing practice (digital or otherwise) and see how it fits my learners and our learning niche. I am always surprised at what works and what doesn't and how the trifling-est practice sometimes works. I understand, too, that the reason we propose 'best practice' and do research to determine what is best practice is to pare down on the universe of options available to us as teachers and learners. As an experiment ask a student what they might consider best practice for learning a particular thing and I think you might be surprised. Oh, right, students don't enter into best practice except as we practice it upon them.
B
I found myself thinking about the phrase "best practice" when reading this paragraph. All too often in my line of work we seem to be using that phrase more and more and it's beginning to feel like a new buzz word/phrase. The comment of the author "...they also distance us from our own instincts." really makes me stop and wonder about my intentions when saying it. Hmm...
http://openideo.com/open/youth-employment/concepting/youthhostel/
Link eingebracht
You can have a maximum of two access keys (active or inactive) at a time.
Incredibly useful to have up to two access keys simultaneously. You can make sure a new key is working before invalidating an old key which may still be in use. I wish more API providers would follow this practice.
When should I use an attribute versus an element? Use an element when you are creating a component that is in control of the template. The common case for this is when you are creating a Domain-Specific Language for parts of your template. Use an attribute when you are decorating an existing element with new functionality.