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Originally published on lavkesh.com The first time I walked into a public library in the Dallas‑Fort Worth area a few years after arriving, the sheer size of the collection was impressive, but the palpable silence caught me off guard and made me realize how much I had been missing a space where thou
Give an AI agent a real job and it hits a wall fast. It wants to call a paid API, pull a dataset, maybe rent some GPU time, and every one of those wants an account, a card on file, and a human to click "confirm." The agent can plan the entire task. It just can't pay for any of it. That gap is what a
I've been obsessed with a question: does prompt structure actually matter, or is it just ceremony? After testing 500+ prompts across GPT-4, Claude, and Gemini, I found that structured prompts outperformed unstructured ones 83% of the time on four metrics: accuracy, completeness, consistency, and act
NVIDIA shipped Nemotron 3 Ultra on June 4, 2026 — its largest open-weights model and the new high-water mark for US open releases. Before you wire it into an agent harness, here is exactly what landed and where it sits on the leaderboard. Nemotron 3 Ultra is a 550-billion-parameter hybrid Mamba-Tran
Most manufacturers already understand the value of ERP and SCADA. ERP helps manage business-level operations: orders, inventory, purchasing, finance, customer commitments, and planning. SCADA helps monitor and control machines, lines, utilities, and industrial processes in real time. But between the
iptables is probably the most used firewall by all sysadmin in the Linux ecosystem. The most recent wave of Linux admins are using ufw as well, mostly due to Ubuntu. Coming from BSD world, I was using ipfw (on FreeBSD), packet-filter (on FreeBSD and OpenBSD), and hated iptables for its confusing int
Building a workflow engine that interacts with external APIs, databases, and internal systems means you are constantly handling sensitive data. If you get security wrong here, the consequences are severe. Today, we are discussing how we handle credentials, authentication, and secrets management in V
Have you ever hit Enter on an npm command and wondered whats actually happening under the hoods? npm install or npm run dev feel like magic spells. You type the words, wait a few seconds and suddenly your project builds itself out of thin air. But beneath that seemless CLI experience lies a brillian
VS Code’s new Agents view isn’t just another sidebar, and it’s not Copilot in a new costume. It’s a dedicated, agent-first AI workspace built right into your editor—one that upends old assumptions about what “AI for developers” should look like. Instead of yet another autocomplete or chat overlay, y
The journey of how "the chat" evolved across projects, the three architectures we TL;DR — three working approaches, each right for a different target: Static JSON index inside a Docusaurus/Vercel site (MAI) — zero infra, ship today. Postgres + pgvector hosted RAG service (Neon) — real semantic searc
Most developers have seen this message before: 429 Too Many Requests But what actually happens behind the scenes before a system decides to reject a request? How are requests counted? Where is that data stored? How does the system handle millions of users? And what does the architecture of a rate li
Cybersecurity firm Chainguard has announced the launch of Athena, an industry coalition to use artificial intelligence to find and fix vulnerabilities in widely-used open-source software before attackers can exploit them. The coalition focuses on libraries, containers and other components that under
The problem Last quarter I spent an afternoon writing a SKILL.md for backend FastAPI work by hand. By the time I had a usable prompt set, three templates, and a config file, I realized nobody else on the team would ever do this. Engineering skills are either too rigid, a hand-written prompt for one
Weighted vests are a simple, hands-free way to turn everyday activities into a more challenging fitness exercise.
Looking for a new vacuum this EOFY sales season? I've got you covered with these 14 top-rated picks.
Here's how to watch US Open 2026 live streams from anywhere, with the world's best golfers taking on a tough course at Shinnecock Hills.
With the vast majority of senior citizens falling victim to AI scams, it’s best to keep these seven tips in mind to protect them from future disasters.
vivo launched the Y500 in China last September, and now a different Y500 family is ready to become available in other markets, comprising three members. One of those is the Y500 that vivo has just started teasing in Nepal. The phone looks nothing like the Chinese Y500. It has been teased to feature
Honor is set to unveil the X80 Pro Max in China on June 22. Ahead of the launch, the company has confirmed that the phone will feature its largest battery to date and has already revealed its design and color options. It has now shared details about the handset's display. The Honor X80 Pro Max will
One of the reasons ClickHouse delivers exceptional analytical performance is its ability to optimize data in the background. While users focus on writing fast SQL queries, ClickHouse is continuously performing maintenance tasks such as merges and mutations to keep storage efficient and queries fast.
