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Unconventional PostgreSQL Optimizations

PostgreSQL 18 now supportsvirtual generated columns, indexable expressions without burning storage. Perfect for standardizing queries in analytics-heavy pipelines. Pair that withplanner constraint exclusion(constraint_exclusion=on), and Postgres can dodge irrelevant table scans based on constraints... read more  

Unconventional PostgreSQL Optimizations
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How I Taught GitHub Copilot Code Review to Think Like a Maintainer

Vibe coding has made contributing to open source easier, but the high number of contributions to the AI agent framework goose has posed a challenge. An AI Code Review agent like Copilot can help review PRs, but tuning its feedback is crucial for reducing noise and increasing value. By providing clea.. read more  

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The challenges of soft delete

"Soft delete" sounds gentle. It isn't. Slapping adeleted_atcolumn on every table pollutes queries, drags down migrations, and leaves tombstones all over production. This post digs into saner options:PostgreSQL triggers,event archiving in the app layer, andCDC via WAL. Each separates the dead stuff f.. read more  

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@kaptain shared a link, 1 month, 2 weeks ago
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Experimenting with Gateway API using kind

A new guide shows how to runGateway APIlocally withkindandcloud-provider-kind. It spins up a one-node Kubernetes cluster in Docker - complete with LoadBalancer Services and a Gateway API controller. Cloud vibes, zero cloud bill. Fire it up to deploy demo apps, test routing, or poke around with CRD e.. read more  

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Ingress NGINX: Statement from the Steering and Security Response Committees

Kubernetes is cutting offIngress NGINXin March 2026. No more updates. No bug fixes. No security patches. Done. Roughly half of cloud-native setups still rely on it, but it's been understaffed for years. If you're one of them, it's time to move. There’s no plug-and-play replacement, but the ecosystem.. read more  

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Cluster API v1.12: Introducing In-place Updates and Chained Upgrades

Cluster API v1.12.0 addsin-place updatesandchained upgrades, so machines can swap parts without going down, and clusters can jump versions without drama. KubeadmControlPlaneandMachineDeploymentsnow choose between full rollouts or surgical patching, depending on what changed. The goal: keep clusters .. read more  

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Run a Private Personal AI with Clawdbot + DMR

Clawdbot just plugged intoDocker Model Runner (DMR). That means you can now run your own OpenAI-compatible assistant, locally, on your hardware. No cloud. No per-token fees. No data leaking into the void!.. read more  

Run a Private Personal AI with Clawdbot + DMR
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New Conversion from cgroup v1 CPU Shares to v2 CPU Weight

A new quadratic formula now mapscgroup v1 CPU sharestocgroup v2 CPU weight. Why? Because the old linear approach messed with CPU fairness; especially at low share values. This fix nails prioritization where it counts. It lands at theOCI runtime layer, live inrunc v1.3.2andcrun v1.23, so containers f.. read more  

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AWS Frontier Agents: Kiro, DevOps Agent, and Security Agent

“Frontier Agents” drop straight into incident workflows. They kick off investigations on their own, whether triggered by alarms or a human hand, pulling together logs, metrics, and deployment context fast. Findings show up where they’re needed: Slack threads, tickets, operator dashboards. No shell c.. read more  

AWS Frontier Agents: Kiro, DevOps Agent, and Security Agent
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Keeping 20,000 GPUs healthy

Modal unpacked how it keeps a 20,000+ GPU fleet sane across AWS, GCP, Azure, and OCI. Think autoscaling, yes, but with some serious moves behind the curtain. They're running instance benchmarking, enforcing machine image consistency, running boot-time checks, and tracking GPU health both passively a.. read more  

Keeping 20,000 GPUs healthy
The Magento 2 Notification Bar Extension by Magecomp is a valuable tool for e-commerce store owners seeking to enhance their customer engagement and promote important information, deals, or announcements effectively. This extension is designed to provide an easily customizable notification bar that can be displayed at the top or bottom of your Magento 2 store, catching the attention of your website visitors without being intrusive.

Key Features:

Highly Customizable: The Notification Bar Extension offers a wide range of customization options, allowing you to tailor the notification bar to match your store's design and branding. You can adjust the bar's color, font, size, and position to ensure it seamlessly integrates into your website's aesthetics.

Multiple Notification Types: You can use this extension for various purposes, including promoting discounts, announcing new product arrivals, displaying important messages, or capturing leads. It supports multiple notification types, such as text messages, countdown timers, and email subscription forms.

Responsive Design: In the era of mobile shopping, it's crucial that your notifications look great on all devices. Magecomp's extension is responsive, ensuring that your notifications are displayed correctly on desktops, tablets, and smartphones.

Scheduling: You can set up notifications to appear and disappear at specific times or on specific dates. This feature is particularly useful for running limited-time promotions or informing customers about upcoming sales events.

Geo-Targeting: Targeting specific regions or countries is made easy with the Geo-Targeting feature. You can show different notifications to customers from different locations, ensuring that your messages are relevant to your audience.

Animation Effects: Make your notifications more eye-catching with various animation effects. You can choose from options like slide, fade, or bounce to draw attention to your messages.

Call to Action Buttons: Encourage customer interaction by adding call-to-action buttons within your notifications. These buttons can link to specific product pages, landing pages, or contact forms.

Performance Optimization: The extension is designed to have minimal impact on your store's performance, ensuring that your website remains fast and responsive even with notifications enabled.

Analytics and Reporting: Gain insights into the effectiveness of your notifications with built-in analytics. You can track click-through rates, conversion rates, and other key metrics to refine your notification strategies.

Easy Installation and Configuration: Magecomp provides clear documentation and support to help you install and configure the extension without any technical hassles.

In conclusion, the Magento 2 Notification Bar Extension by Magecomp is a powerful tool for improving user engagement and increasing sales on your Magento 2 e-commerce store. With its robust customization options, responsive design, and a variety of features, it enables you to deliver targeted and visually appealing notifications to your customers, ultimately enhancing their shopping experience and helping you achieve your business goals.