93 stories
An AI video job should keep running when the user closes the tab. That makes the browser a useful progress display, but a poor owner of the job lifecycle. In H3 Max, the video tool I operate, we use a callback-first flow with a delayed recovery check.
Microsoft has made Azure Container Apps Express generally available alongside Container Apps Sandboxes, the microVM compute layer it runs on. Express skips environment provisioning and scales to zero, with subsecond startup from prewarmed pools.
When we look at modern manufacturing plants and semiconductor fabrication cleanrooms from the outside, we see automated machinery running smoothly. But under the hood, engineering teams deal with massive distributed systems challenges: thousands of edge sensors, high-frequency RFID/BLE tracking,…
https://www.youtube.com/watch?v=l0tlBS_BB74 AI革命能否成功，取决于开发者的心理安全感——与Erin Doyle的访谈 说明：基于文档token总量估算各部分起止百分比，代表内容在整篇文稿的位置占比。 第（一）部分 嘉宾介绍：没有架构师头衔，但长期承担架构师工作（0%‑12%） 1 播客背景与嘉宾履历介绍 这是《Architects Podcast》播客节目，节目聚焦探讨架构师的定位与实际工作方式。本期嘉宾Erin…
Article URL: https://www.netlify.com/blog/edge-functions-firecracker-microvms/ Comments URL: https://news.ycombinator.com/item?id=49912444 Points: 9 # Comments: 1
In an incredible engineering feat, ancient Greeks carved a coastline to suit their economic and military needs. The harbor was unfortunately built atop an active fault network.
The rapidly improving capabilities of AI in mobile development have triggered a new conversation around how mobile teams approach multiplatform development. Notably, Shopify has recently been discussing their move from React Native back to independent native Android and iOS applications.
Every ticket on our board gets its own stack: a branch in every repo, its own services, its own copy of the dev database and its own preview URL. We built it because coding agents made my developers faster, and the mistakes moved out of the code and into the branches around it.
Lynnewood Hall, the second-largest surviving Gilded Age mansion in the US, is briefly open to the public for the first time in eight decades.
Translation APIs increasingly expose more than a single translate endpoint. Microsoft’s 2026 Translator migration guide documents a choice between neural machine translation and a supported LLM by request.
If AGI is here, where are the world-changing economic results? People usually point to AI hallucinations or stubborn resistance to new technology. I think the unit of analysis is wrong. Humans already possess general intelligence. A large company employs thousands of them.
The brand’s newest products show it’s fully recovered from its 2024 app debacle.
Step-by-Step Walkthrough: Building a 30-Day Autopilot Video Queue on Shadow 1. The Core Bottleneck Most creators hit the same wall by week three. They script, render, caption, schedule, then repeat. The bottleneck is not creativity.
What Happened When DealMind Could Recall Past Objections Building persistent deal memory with Hindsight changed how I thought about context, retrieval, and the boundary between application state and agent memory. The first version of DealMind could answer questions about a deal.
The Problem Competitive information can appear in many forms: Feature and product launches Pricing changes Marketing campaigns Promotional offers Product announcements Changes in messaging Other market signals When these activities are viewed independently, it can be difficult to understand the…
Building Stateful AI Workflows: Moving Past Raw Logs with Long-Term Agent Memory If you've ever watched an LLM-powered assistant forget a critical workflow decision three turns after you made it, you already know the wall that stateless agent architectures hit.
In modern B2B sales cycles, account executives juggle multiple conversations with a single prospect over weeks or months. From initial discovery calls to deep-dive technical reviews, every interaction builds a complex web of specific requirements, budget constraints, security concerns, and…
Google has published benchmarks for GKE Pod snapshots, reporting up to 89% lower startup latency and a 70B model loading in 37 seconds. The feature checkpoints CPU and GPU memory through gVisor into Cloud Storage.
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