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Andrew Ng: the biggest opportunities in AI

Article URL: https://www.youtube.com/watch?v=o-wv_szZ0V0 Comments URL: https://news.ycombinator.com/item?id=49508275 Points: 2 # Comments: 0
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uv: Deduplicate all files in the wheel cache

Article URL: https://github.com/astral-sh/uv/pull/21327 Comments URL: https://news.ycombinator.com/item?id=49506142 Points: 66 # Comments: 11
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Breaking Claude Code Opus 5 Auto Mode

Article URL: https://embracethered.com/blog/posts/2026/breaking-claude-code-opus-5-and-automode/ Comments URL: https://news.ycombinator.com/item?id=49506819 Points: 109 # Comments: 27
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OpenShot 4.0: Record, Edit, and Color Like Never Before

Article URL: https://www.openshot.org/blog/2026/08/30/openshot-40-record-edit-color-like-never-before/ Comments URL: https://news.ycombinator.com/item?id=49507822 Points: 120 # Comments: 30
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A CVE Dispute

Article URL: https://daniel.haxx.se/blog/2026/06/24/a-cve-dispute/ Comments URL: https://news.ycombinator.com/item?id=49508290 Points: 26 # Comments: 0
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Agent Memory as a File Format

Article URL: https://calpaterson.com/memoryfields.html Comments URL: https://news.ycombinator.com/item?id=49508317 Points: 3 # Comments: 0
🌍 Dev.to

Consistent Hashing: Distributing Load Without a Full Reshuffle

Consistent Hashing: Distributing Load Without a Full Reshuffle Naive hashing ( hash(key) % N ) works fine until you add or remove a node β€” then N changes and almost every key maps to a different server. For a distributed cache or shard, that means a near-total cache miss storm or a mass data migration, right when you can least afford it. Consistent hashing fixes this by mapping both nodes and keys onto the same ring, so a topology change only remaps the keys between the changed node and i...
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Revision-Secure Creation of Solution Architecture Documents (S-AD)

Enterprise Architecture with Asciidoc, GitHub, and Confluence for PDF Storage In today’s highly digitalized world, documentation in enterprise architecture (EA) is indispensable. It ensures that complex architectures are understandable and traceable while meeting legal and internal requirements for compliance. Particularly in regulated industries such as finance, healthcare, or the public sector, adherence to these requirements in documentation is crucial. A solution that has proven to ...
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AWS & SRE Field Manual (Part 3): Amazon EC2 Architecture, Hardware Strategy & Modern Autoscaling

1. TL;DR & Problem Statement Definition: A core cloud compute service providing resizable, secure, and on-demand virtual machines (instances) with customizable hardware architectures, CPU/memory ratios, and operating systems. Problem Solved: Eliminates physical server procurement lead times (weeks to months), datacenter maintenance overhead, and capacity planning risks by enabling instant provisioning of scalable infrastructure for containerized workloads, databases, and applic...
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The Story of My Failed Design System

Originally published at https://blog.joonquixote.com/en/posts/the-story-of-my-failed-design-system/ . There are plenty of articles about design systems. Many organizations have shared stories about adopting them in practice, and there is no shortage of conference talks and articles about designing tokens. What is harder to find are stories about design systems that were built but never made it any further. I looked for examples like that while working on one myself, but found very fe...
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πŸš€ The Browser Is Becoming a Compute Platform: How Edge AI, WebGPU, and WASM Are Reshaping Modern Architecture

The Browser Is Becoming a Compute Platform: How Edge AI and High-Performance Web Architectures Are Reshaping the Modern Web For most of the web's history, browsers were presentation layers. They rendered HTML, executed lightweight JavaScript, and delegated computationally expensive tasks to backend infrastructure. That assumption is rapidly becoming obsolete. Modern web applications now perform workloads that would have been considered impossible inside a browser only a few years ag...
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A Green Suite Can Still Lie: Mutation-Test Your Fixtures Before You Trust an Agent Patch

An agent patch can pass every fixture in your repository and still be wrong. The fixtures are part of the oracle, and fixtures can be lazy. If the expected value in a fixture never changes, the suite can approve code that breaks exactly the case the fixture forgot. This is a three-phase probe for evaluating agent-generated patches. Phase 1 runs property checks before anything else. Phase 2 mutates fixtures to prove they can fail. Phase 3 freezes flaky tests only after the first two phases pas...
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The network debugging checklist I wish someone gave me earlier

"It's probably a network issue" is the phrase that ends more productive debugging sessions than it should, usually because nobody has a systematic way to actually confirm or rule that out, so it becomes a shrug instead of a diagnosis. Here's the checklist I actually run through, roughly in order, when something's acting weird and the network is a suspect. Confirm it's actually the network before you go further. Before diving into network-specific tools, rule out the obvious alternative: is ...
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What Browserslist Actually Does in Next.js

We set up three near-identical Next.js 16 projects to answer a simple question: if you set a browserslist target in package.json , does the build change to match it? We tested three targets ( ie 11 , chrome 116 , about 3 years old, and chrome 139 , about 1 year old) and compared the compiled output byte by byte. The code for all three projects is on GitHub: ale-grosselle/nextjs-browserlist-test . The setup All three projects are otherwise identical; here's the source...
Unity_access, major updates and release status
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Unity_access, major updates and release status

****For the past 2-3 weeks I have been working on Unity_access. For those that do not know, Unity_access is a plugin for the Unity Editor that makes the previously inaccessible Editor more screen reader compatible. In this devlog I will outline the major updates that has happened since the last feature showcase. Updates Accessible Project Window/Assets Viewer One of the main limitations of the Unity Editor is that the Project Window was not accessible. Unity_access n...
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Your Agent Keeps Forgetting Because You Keep Switching Models

Three weeks ago, the fastest-growing model on r/LocalLLaMA had no name. The community called it ox-alpha , a stealth release nobody officially claimed. People benchmarked it blind and argued about who built it, then added it to their agent stacks anyway. On August 26 the mask came off: ox-alpha is GLM-5.3-Flash (320B params, 18B active, MIT). That same month, Qwen shipped five releases in 36 days . If you run AI agents, that's a maintenance problem your roadmap didn't budget for. ...
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My First Post on Dev Community

I am Muhammad Aoun Khan. I am studying the Computer Science from University of Mianwali. I am learning the full stack development and when I searched the google to find how the backend architecture works then I found the Dev post which explained the concept easily. I hope to contribute to the community and also learn the knowledge and implement it.
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Looking for advice on AI-driven development

Greetings! Hope you're all having a marvellous day! I'm looking for some guidance, as I feel like I'm hitting a soft roadblock. I'm not technical, but my work experience comes from working in software development companies for many years. As such, I'm familiar with many development processes, which seems to be helpful. I've spent the last six months learning and slowly building my own app, moving from simple vibecoding to spec-driven development (using Claude Code in VS Code). Howeve...
HackerNews

Which AI Do You Think Will Have the Greatest Impact on the World?

Is it ChatGPT, Gemini, Claude, or something else entirely? I plan to share my thoughts on that a bit later but for today, let's dive into our story. You’ve probably all noticed that beautiful, soft blue light animation that glows at the bottom the moment you open Gemini, right? Yes, it really is stunning. Not only that, but on some devices, when you send that very first message (the prompt )a gorgeous spectrum of colors animates across the screen. Yet, despite being this visually beautiful, Ge...