English(EN) A copy-paste rules file that keeps Claude Code (and other agents) on current Expo, Expo Router, and Supabase patterns, plus the checks that catch what slips thr

AI 开发最佳实践：超时、速率限制和稳健评估

作者 PulseAugur 编辑部 · [9 个来源] · 2026-10-15 11:37

建议开发者将大型语言模型（LLM）视为可能失败的依赖项，实施严格的超时设置，并避免因速率限制而重试，而是选择重新调度。最佳实践建议将 LLM 用作管道的最后阶段，而不是第一阶段，并为其提供直接与服务交互的工具，而不是嵌入预订规则。此外，还需要稳健的评估框架，通过测量每个案例的噪声基线并隔离不稳定的案例来区分真正的回归和噪声。 AI

影响这些见解为使用 AI 进行开发的开发者提供了实用的指导，重点关注可靠性、效率和准确的评估。

排序理由该集群包含多篇提供 AI 开发建议和最佳实践的博客文章，而不是特定的事件或发布。

在 Mastodon — sigmoid.social 阅读 →

AI 生成摘要 · Google Gemini · 来自 9 个来源。我们如何撰写摘要 →

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Signal score: 2 / 100; Composite score across the factors below. Higher = stronger signal that this story matters right now.
Newsworthiness bucket: Commentary; 该集群包含多篇提供 AI 开发建议和最佳实践的博客文章，而不是特定的事件或发布。
Source corroboration: 9 independent sources; Strong cross-source corroboration — multiple independent publishers covered this within the clustering window.
Topics: product, infra; Editorial topic classification. Feeds into how the story surfaces on /topic/<slug> hub pages and into the per-entity coverage mix.
AI-industry relevance: High; Clearly on-topic for AI-industry coverage.
Story freshness: Breaking (< 6h); Fresh story with cross-source coverage still developing. Ranking may shift as more sources report.

完整方法见我们的编辑标准。

报道来源 [9]

Mastodon — sigmoid.social TIER_1 English(EN) · [email protected] · 2026-10-15 11:42

像对待任何终将失败的依赖项一样对待您的LLM提供商。设置严格的超时，停止... # ai # azure # devops # backend # software # coding # develo

Treat your LLM provider like any dependency that will eventually fail. Set strict timeouts, stop... # ai # azure # devops # backend # software # coding # development # engineering # inclusive # community Azure OpenAI Outage: Keep Your AI App Running

链接 dev.to/…/azure-openai-outage-keep-your-ai…
Mastodon — sigmoid.social TIER_1 English(EN) · [email protected] · 2026-10-15 11:41

将模型视为管道的最后阶段，而非第一阶段。廉价代码应能回答它…… # ai # llm # chatbot # backend # software # coding # deve

Treat the model as the last stage of your pipeline, not the first. Cheap code should answer what it... # ai # llm # chatbot # backend # software # coding # development # engineering # inclusive # community Put the Model Last: A Cheaper, Safer Chatbot

链接 dev.to/…/put-the-model-last-a-cheaper-saf…
Mastodon — sigmoid.social TIER_1 English(EN) · [email protected] · 2026-10-15 11:40

根据巴西第14.133/2021号法（《公共采购法》），行政行为必须由人类公共代理执行、证明并签署 — AI # ai # se

Under Brazil’s Lei 14.133/2021 (the Public Procurement Law), administrative acts must be performed, justified, and signed by a human public agent — AI # ai # security # compliance # guardrails # software # coding # development # engineering # inclusive # community AI does not dec…

链接 dev.to/…/ai-does-not-decide-administrativ…
Mastodon — sigmoid.social TIER_1 English(EN) · [email protected] · 2026-10-15 11:39

Agent Traces Hide Their Gaps: Build a Span-Gap Ledger A trace that draws every span can still fail to explain a run. Take the wall clock of the root span, subtr

Agent Traces Hide Their Gaps: Build a Span-Gap Ledger A trace that draws every span can still fail to explain a run. Take the wall clock of the root span, subtract the exclusive time of every span beneath it, and whatever remains is the part of the run nobody instrumented. That r…

链接 dev.to/…/agent-traces-hide-their-gaps-bui…
Mastodon — sigmoid.social TIER_1 English(EN) · [email protected] · 2026-10-15 11:39

速率限制并非失败，因此不要在上面花费重试尝试。弄清楚你达到了哪个限制，...

A rate limit is not a failure, so do not spend retry attempts on it. Work out which limit you hit,... # ai # node # redis # backend # software # coding # development # engineering # inclusive # community Do Not Retry an LLM Rate Limit, Reschedule It

链接 dev.to/…/do-not-retry-an-llm-rate-limit-r…
Mastodon — sigmoid.social TIER_1 English(EN) · [email protected] · 2026-10-15 11:38

DeFi 借贷已围绕三个具有不同角色的协议进行整合：Aave 提供深度，Morpho 用于... # web3 # ai # security # software # coding # development

DeFi lending has consolidated around three protocols with distinct roles: Aave for depth, Morpho for... # web3 # ai # security # software # coding # development # engineering # inclusive # community Where the Money Is, Why It's Moving, and What Everyone Gets Wrong About Compound

链接 dev.to/…/where-the-money-is-why-its-movin…
Mastodon — sigmoid.social TIER_1 English(EN) · [email protected] · 2026-10-15 11:38

不要教模型你的预订规则。给它调用你自己的预订的相同服务的工具... # ai # nestjs # security # webdev # software # coding #

Do not teach the model your booking rules. Give it tools that call the same services your own booking... # ai # nestjs # security # webdev # software # coding # development # engineering # inclusive # community An AI Booking Assistant That Cannot Double Book

链接 dev.to/…/an-ai-booking-assistant-that-can…
Mastodon — sigmoid.social TIER_1 English(EN) · [email protected] · 2026-10-15 11:37

一个失败的黄金案例几乎告诉你什么都没有，一个成功的运行告诉你得更少。如果你的评分器是字符串匹配、一个评判模型或一个模式

A single failing golden case tells you almost nothing, and a single passing run tells you even less. If your grader is a string match, a judge model, or a schema check on free-form output, then the same prompt can pass six times and fail twice without anything in your system chan…

链接 dev.to/…/compute-a-noise-floor-before-you…
Mastodon — sigmoid.social TIER_1 English(EN) · [email protected] · 2026-10-15 11:37

一个复制粘贴的规则文件，可让 Claude Code（和其他代理）遵循当前的 Expo、Expo Router 和 Supabase 模式，以及捕获遗漏的检查

A copy-paste rules file that keeps Claude Code (and other agents) on current Expo, Expo Router, and Supabase patterns, plus the checks that catch what slips through. # reactnative # expo # ai # supabase # software # coding # development # engineering # inclusive # community Stop …

链接 dev.to/…/stop-your-ai-agent-writing-2023-…

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报道来源 [9]

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