Auto-aggregated global tech articles · 3,394 posts
Last year, I watched a client burn through $5,000 in LLM credits trying to automate their Shopify product descriptions. The agent, built on a custom LangGraph setup, kept hallucinating product features and generating descriptions that sounded like they were for a completely different store. It was a
A while back, I had to retract one of my own results. A model I'd built was posting a validation score I was genuinely proud of. Then I looked closer: the test set shared rows with the training data. The moment I evaluated on a truly independent set, the improvement vanished. It wasn't a better mod
TL;DR: A report tells you what a session says happened. The artifact on disk and a fresh rerun tell you what you can check. The parent slice log is where the distinction was recorded. Your agent says the gate passed. Before you approve it, can you point to the artifact and rerun the command without
A free game center at wqnlll.github.io — no framework, no build step, no npm install. Just HTML files on GitHub Pages. Here are the bugs that actually taught me something. Most "I built a game" posts show you the finished thing. This one is about the parts that broke, because those are the parts
If you manage local or multi-location SEO for a B2B SaaS company operating across several markets, you already know the pain: Google Business Profiles (GBP) drift out of sync fast. Categories get changed by well-meaning support staff, NAP (name/address/phone) data goes stale after office moves, hour
I wanted to make the EU Cyber Resilience Act Article 14 question answerable in ten seconds, without installing anything. So: cra.toledotechnologies.com/check — paste a package-lock.json, requirements.txt, go.sum, Cargo.lock, Gemfile.lock, composer.lock, gradle.lockfile, or a CycloneDX/SPDX SBOM. Ge
How I Fine-Tuned a 7B LLM with LoRA and Unsloth When I was working on Khatta-ka-LLM, two technologies became especially important: LoRA + Unsloth If you've heard these names but aren't sure what they actually do, here's a simple explanation. What is LoRA? LoRA stands for Low-Rank Adaptation. I
Every launch guide we read before shipping said the same thing: submit to directories. None of them said which ones would take our kind of product, what the form would ask for, or what happens after you press submit. So we kept count. Over our last few launches we made 435 directory and launch plat
1. Hook & Problem Statement You're a Laravel developer. You need to build a shipping cost calculator. You start simple. if ($country === 'USA') { return 10; } Then the business adds: "We need different pricing for express shipping." So you add elseif ($shipping === 'express'). Then: "Differ
The vulnerabilities can allow attackers to bypass authentication and elevate their privileges to administrator. The post Three JFrog Artifactory Flaws Exploited for Backdoor Deployment appeared first on SecurityWeek.
What is Debouncing? Debouncing is a programming practice that ensures a specific task is only executed after a set amount of time has passed since the last time it was triggered. Essentially, it waits for a "pause" in activity before performing an action, preventing a function from running too man
If the name lencx sounds familiar, it's probably because of his last project — the ChatGPT desktop client, the open-source app that put ChatGPT on thousands of desktops. His new project is Minke (637 stars, Apache-2.0): a local-first desktop agent workspace powered by DeepSeek Harness. Th
AI agent loops can produce an output, run some checks and move on without establishing that the result actually satisfies the task. The problem gets worse when the same generator writes the work, checks it and decides when it is done. Say you ask an agent to modify an API and add tests. It writes t
Two files are worth more than anything I could write here, so this post is mostly directions. tools/verify_release.py git clone https://github.com/ArcticFox2029/chamnan && cd chamnan python3 tools/verify_release.py It re-runs the whole suite on your machine and prints wh
▎ Full credit up front: the concept, the on-disk task format, and the TQL query language are all tsoding (https://github.com/tsoding)'s design from his C project tatr (https://github.com/tsoding/tatr). I just ported it to PHP so it's installable with composer require instead of needing a C toolchain
Attackers are actively exploiting three JFrog Artifactory flaws, exposing how slow patching can turn artifact repositories into software supply chain attack paths.
The flaw allows attackers to send files and execute them without authorization through an active remote session. The post ConnectWise Patches ScreenConnect Vulnerability Exploited in Worm-Like Attacks appeared first on SecurityWeek.
GitLab patches two critical flaws, including a CVSS 10.0 unauthenticated file-read vulnerability, putting self-managed instances under urgent pressure to upgrade.
Oracle AI Database 26ai answers this with a new feature called Oracle Deep Data Security , or “Deep Sec.” Deep Sec is a database-enforced authorization framework: instead of hoping application code, middleware, or an AI agent behaves correctly, you declare exactly which rows, columns, and even indiv
When I add an AI step to a building workflow, I treat it like an untrusted dependency. It can produce useful candidates quickly, but every output needs a source, a scope, and an owner. That approach fits the current US policy environment: federal agencies are publishing governance and procurement gu
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