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Auto-aggregated global tech articles · 96 posts

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Security updates for Friday

Security updates have been issued by Debian (chromium, firefox-esr, and pcre2), Fedora (cockpit, expat, freeipa, kbd, kernel, mrtg, python-pip, and valkey), Mageia (libopenmpt and python-gitpython), Oracle (dbus-broker, freerdp, gegl, gegl04, gimp:2.8, go-fdo-client, go-fdo-server, golang-github-ope

LWN.net
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Fair Queue for a Shared Free AI Server: 5-Dev Postmortem

Five independent clients on one free AI server will produce 429s and a thundering herd unless you add a fair queue. We fixed it with a client-side asyncio queue that capped concurrency at two, prioritized interactive work, and dropped 429s from 23 to 0 on a 100-request mixed workload. Disclosure: T

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Tableau Aliases: Rename What Readers See Without Touching the Data

By Michael Nocito, data analyst · Published August 9, 2026 By the end of this page you can turn a chart that says E, W, N and S into one that says East, West, North and South, in about thirty seconds, without editing the data or writing a calculation. You'll also know exactly why the Aliases option

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Token Math for AI Coding: When a Free Server Beats Self-Hosting

The decision between a free hosted AI coding server and a self-hosted stack is rarely about price. It is about three measurable variables: token burn per task, latency tolerance, and privacy surface. Teams that compare sticker prices pick wrong. Teams that measure these variables pick right most of

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Persist AI Agent State on Free Servers with JSON Checkpoints

I stop losing AI agent insights on free ephemeral servers by writing a JSON checkpoint after every meaningful step and loading that file before the next session does any real work. Token grants fund compute, but only an external persistence layer preserves the context the agent already paid to earn.

Dev.to (EN Zone)
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Laravel Middleware in Hindi: Create, Alias & Apply to Routes

I’ve made a Hindi tutorial on Laravel 12 Middleware covering the complete flow from creating Middleware to applying it on routes. In this video: • Create custom Middleware • Understand the handle() method • Register Middleware • Create Middleware aliases • Apply aliases to routes • Practical route e

Reddit r/php
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The compiler was never what you wanted

You have an orders topic on a Kafka cluster, its values encoded with Avro against a schema in the Schema Registry. You want the orders worth more than fifty euros on a topic of their own, and you have decided to do it with Kafka Streams — a JVM library, your code, your deployment. The schema has fi

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10,000 Agents, Zero Tokens: Why the Best AI Architectures "Skip" the LLM

1. Introduction: The Scalability Paradox of Agentic Systems In the boardroom, AI agents are promised as the ultimate workers—autonomous, reasoning, and tireless. In the engineering trenches, however, we face a brutal scalability paradox: the more agents you deploy, the slower, more expensive, a

Dev.to (EN Zone)