Just as title says, in the world of ai accelerated code production, when you're in charge of a repo or project, how do you usually look at code from proposed changes ? I'm interested to find what your workflows look like these days. Comments URL: https://news.ycombinator.com/item?id=50076985 Points: 1 # Comments: 0
在数十或数百个 AWS 账户之间管理 AI 模型访问权限时，如果每个账户都必须单独接受 AWS Marketplace Private Pricing Offers，就会带来摩擦。本文介绍了在 AWS License Manager 中激活 MPPO 授权的两种方式：一种是用于一次性修复的轻量级脚本，另一种是用于持续事件驱动处理的 CDK 自动化方案。
Hey HN! I have been dabbling into some hobby projects that require designing custom 3D printed models. I have been relying on AI models, mostly GPT Sol and Astra through Codex, and giving them certain tools such as Blender MCP and OpenSCAD CLI to design. My end goal is 3D printable designs ( .stl etc). The results have been good but not great. Iterating and improving them is such a pain in the ass. I want to know which specific tools or workflows you would recommend I should try. Thanks in advance! Comments URL: https://news.ycombinator.com/item?id=50072103 Points: 1 # Comments: 0
If the agent isn't using my diagnostics library, I could introspect and update AGENTS.md, but there's still a delta, and it'll drift. Instead, I write a pre-commit hook that checks the git diff for direct calls to observability modules that bypass my diagnostics module. Boom: fail the commit, inject a prompt telling the agent to use the diagnostics library. All of a sudden it's ten out of ten. — Geoffrey Huntley , nobody should type code by hand anymore. here's what's left. Tags: coding-agents , generative-ai , git , agentic-engineering , ai , geoffrey-huntley , llms
Learn how to run OpenAI GPT-6 Sol, Luna, and Astra on Amazon Bedrock through global cross-Region inference from Singapore, Jakarta, Thailand, Malaysia, and Taipei. This post covers the Converse and OpenAI-compatible APIs, IAM and SCP permissions, quota sizing, and monitoring inference from your source Region.
Comments URL: https://news.ycombinator.com/item?id=50058946 Points: 1 # Comments: 0
了解如何在 Amazon EKS 上使用多节点 Ray LLM Deep Learning Containers，将一个大型语言模型部署到两个 GPU 节点上，并在一个兼容 OpenAI 的端点后配置独立的预填充节点和解码节点。预构建容器附带完整的推理技术栈，因此您只需配置部署，无需自行组装。
Comments URL: https://news.ycombinator.com/item?id=50055864 Points: 2 # Comments: 2
Most traditional enterprise systems were built around three assumptions: Jobs finish quickly, retrying one is free and the same input always produces the same output. Agentic workloads break all three of these expectations, which is why pilots that perform well turn into operational problems once they run unattended. The difficulty is rarely the model; it’s […] The post Agentic workloads break assumptions about software testing. Here’s how to cope appeared first on SiliconANGLE .
What resources (authors, podcasts, books, etc) do you follow to keep up with best practices, patterns, methodologies, for software development with AI? There is so much noise that I want to know a few trusted resources (especially authors) to follow to keep up with latest best practices (an example of an author in what I have in mind would be Simon Willison). Comments URL: https://news.ycombinator.com/item?id=50038971 Points: 3 # Comments: 0