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Every agent failure follows a pattern. Once you know the patterns, you can catch them before they do damage. I introduced harness engineering yesterday — the discipline of building a safety and reliability layer around AI agents. Today I want to get concrete. These are the seven failure modes every
"Security isn't a feature you add at the end. It's the foundation you build everything else on top of." Think about the last time you logged into a website. You typed your email and password, clicked a button, and suddenly the app knew who you were — your name appeared, your data loaded, your settin
How We Build Client-Safe Publishing Workflows Most social automation breaks in the same place: it treats publishing as the job. For client work, publishing is only the last step. The real job is deciding what should be automated, what still needs approval, what gets logged, and what happens when a p
The itch I had to scratch Every time I wrote a technical blog post or generated docs, I needed code screenshots. I'd open Carbon, paste my snippet, tweak the theme, hit export, download the file. Repeat for every snippet. It was manual, slow, and couldn't be automated. Carbon is beautiful. Ray.so is
For the last while I've been building Privault — a private AI knowledge assistant that runs inside a company's own Microsoft 365 tenant. No data leaves their Azure infrastructure. Think "Copilot alternative", but you own the deployment. Here's the architecture and the judgment calls behind it. Docum
If you have ever built a Java application that converts Markdown to HTML—whether for a blog engine, a documentation site, or user-generated comments—you have likely run into a frustrating roadblock. You pull in a solid library like commonmark-java, pass your Markdown string, and get perfectly valid
I’ve been thinking about this lately: media queries handle page-level layout changes fine, but they fall apart when the same component needs to behave differently depending on where it sits in the DOM. That’s where container queries change the equation. Media queries respond to the viewport. Contain
Manual SSH 2FA Is a Security Gap and Operational Burden Relying solely on SSH keys or passwords for server access is a significant security vulnerability. Even with strong SSH keys, a compromised workstation can expose all your access. Two-Factor Authentication (2FA) for SSH adds a critical layer of
A published win rate is the actor auditing itself A signal channel that publishes its own win rate is grading its own homework. The number it advertises comes from the part of the record that survived being shown. That does not prove fraud. It proves a measurement problem: the actor writing the reco
Currently available as a beta in Xcode 27, Swift 6.4 introduces a range of enhancements: better C interoperability, simplified OS availability check, fine-grained warning control, async support in defer, efficient iteration for non-noncopyable types, up to 4x faster URL parsing, and improved interop
This is Day 2 of my 90-day cloud engineering challenge. Day 1 was about installing tools and getting familiar with the Azure CLI. Day 2 was different — instead of just running commands to learn syntax, I gave myself a real-world scenario and worked through it the way an actual DevOps engineer would
YARA-X&#;x26;#;39;s 1.18.0 release brings 3 improvements and 2 bugfixes.
The post Dogecoin, XRP and Solana Split From the Pack in Crypto’s Worst June Week appeared first on Coinpedia Fintech News Bitcoin briefly dipped below $60,000 during the final week of June before buyers stepped in, capping a turbulent seven days driven almost entirely by macroeconomic forces rather
Grayscale's research head Zach Pandl said Strategy should sell $3 billion in Bitcoin to cover its cash obligations, but CryptoQuant argued the company has other ways to support STRC.
The token is down nearly 7% on the week with the altcoins falling harder. Bitcoin and ether are both ending the second quarter in the red, a back-to-back losing first half that runs against the usual pattern.
Flipkart's GOAT Sale is beginning from July 4 with discounts on various products including the iPhone 17 series. The iPhone 17 will be priced at ₹70,900, the iPhone 17 Pro at ₹1,12,900, and the iPhone 17 Pro Max at ₹1,27,900
With multi-billion dollar investments and new US executive orders targeting a 2028 breakthrough, global powers are rushing to secure hardware superiority before 'Q-Day' upends modern encryption.
A $280 bike lock on a $10,000 e-bike. I've seen lots of so-called "smart" bike locks over the years, but none so far could justify the added cost. A newcomer that got its start securing ATMs for banks is trying to change that. There's nothing wholly unique about the TMD Chain Lock, but the combinati
For the last two years, one skill dominated every AI conversation: Prompt engineering. People spent hours crafting the "perfect" prompt. They built prompt libraries. They sold prompt templates. They believed that better prompts meant better AI. But AI has evolved. The bottleneck is no longer the pro
I've been working on Churo, an open-source voice assistant built entirely in Python. It features high-quality speech-to-text and text-to-speech, web search, image understanding, and agentic capabilities. It runs with Ollama models and is designed to be easy to modify and extend. The goal is to provi
