Auto-aggregated global tech articles · 3,394 posts
I always wanted to make content. What stopped me was never the ideas — it was the four hours in a timeline afterwards. So I started automating bits of the editing with AI. Then more bits. About six months later it had turned into a product, and somewhere in there I stopped opening a video editor en
A common point of hardware failure in residential and off-grid photovoltaic installations occurs not on scorching summer afternoons, but on freezing, cloudless winter mornings. When a series string of photovoltaic modules is sized against standard manufacturer nameplates, engineers often reference
Update — v0.3.0 released. CauterRule is now live on GitHub and PyPI. It turns repeated agent failures into permanent standing rules — extract, replay-test, promote. pip install cauterule gives you the full CLI, framework adapters, rule lifecycle, pack ecosystem, and official rule packs. The v0.3.0 f
Originally published at bitsar.net. Twelve pods, one Redis, and @Cacheable(sync = true) on the method. I read that as a protected endpoint. It coordinates callers inside one JVM, so a cold key was still twelve calls to the same slow dependency. This is what I found when I went looking for the clust
A test whose entire job was to prove a rule gets refused had quietly started proving that the rule passes. It plants a violation and asserts the checker rejects it. It had been green for weeks. It was green because the assertion had inverted, and nothing about a green test tells you which side of t
Messy CLIs fail at the process boundary, not helpers. Snapshot three channels before extracting one flag parser. Exit code, stdout shape, and stderr tokens form the contract. Why the process boundary comes first A flag extract looks local inside the editor. The process contract is not loc
Introduction: Machine learning is one of the most important areas of modern technology. It is behind many tools people use every day, including search engines, social media recommendations, voice assistants, online shopping suggestions, fraud detection systems, and navigation apps. Although the ph
A beginner-friendly, real-world walkthrough of diagnosing and fixing networking issues in a Linux Azure Function App running on Elastic Premium. When an Azure Function App doesn't even show its runtime version, it is very easy to start looking at the application code. But what if you haven't dep
Cross-Chain Bridge Risk Assessment: Tether Gold Target Protocol: Tether Gold (TVL: $3078.3M) Cross‑Chain Bridge Risk Assessment – Tether Gold (XAU‑T) Prepared by: Senior DeFi Security Researcher – Smart‑Contract Auditing Team Date: 12 September 2026 1. Executive Summary
A package gets accepted at the post office counter, ships without a problem, and weeks later the shipper's account takes an adjustment: a $50 hazardous materials noncompliance fee. Nobody warned the shipper. The counter clerk didn't catch it. The parcel was already delivered. I kept running into th
Forty signed records stopped verifying. Two independent verifiers said so. Neither of them was wrong, and neither of them could tell me why. The recipe both tools implement is sha256(public_key || header). I checked it by hand against the code and against each other. Identical before the breakage a
What the research found A 2024 study by researchers at UC Davis, University College London, and Universidad Carlos III de Madrid audited the network traffic leaving Samsung and LG smart TVs, examining a tracking method called Automatic Content Recognition, or ACR. ACR works like Shazam for your te
The scanner is open source and the rules are readable before you trust a single finding: github.com/audit0/auditai-scanner. This post is about the one bug it was built for. The shape of the bug Ask any AI coding tool for an invoicing app and you will get something close to this route han
We as devs are tired from models, ai, job market and ofc linkedin crap. I believe that transformation the industry went through is glorified, at the end of the day, agents produce code, which still needs design, frequent security vulnerabilities updates, and strategic thinking. Agents will pick up
The hype around AI coding agents has reached a point where "I use Cursor" or "I use Claude Code" is becoming a default answer in developer conversations. But the gap between what people claim works and what actually works in daily workflows is still wide. I spent 30 days using multiple agents on rea
If you've started using Claude Code, you've probably run into two terms that sound similar but do very different jobs: agents and skills. This article breaks both down from scratch, shows how they connect, and — most usefully — shows what actually changes in the output depending on how you set thing
Hello everyone, I shared an early version of Fantasy Gridiron here roughly two weeks ago and this is v0.2. https://fantasygridiron.io I wanted one visual view that shows consistency, boom/bust performances, upcoming matchups, and other useful trends at a glance. Now you can explore for free: Landsc
I am running a small AI company that has been building an offline security audit app, simply a fine-tuned small language model powering an Electron app that can audit GitHub and local code repos for security stuff. I always see these LinkedIn or X guys making $500k ARR or $1m ARR within months; how
So I’ve been programming since I was 11, and for many years, I multiplied projects, always to solve personal problems or solve them at a lower cost. I went to engineering school, where challenges were basically a daily thing. After that, I kind of lost interest in programming. Until a few weeks ago.
Hello all Simply put: I am trying to create a webpage that shows a simple information of ocean wave data that I created using python. My scripts request data off coastal buoys from the NDBC every hour and generates/appends to a pandas dataframe. I use this data everyday at home when assessing sea st
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