TrendPulse

Parallel coding agents solve the waiting problem, not the mentorship one. Redesign mob programming around watching AI decide, not write.

Same data with different seed and you get different "true" clusters. Clustering is a hypothesis to validate against your business goal, not report as a fact

A production redesign using batching, safe offset commits, and record-level fallback raised Kafka consumer throughput from 4K to 25K without adding partitions.

What if the 1991 Linus Torvalds woke up in 2026 and called the whole AI stack bad taste? And an open source approach to change that.

Seventy-five minutes to build an agentic chatbot. A week to make it safe to run, and it isn't finished. That ratio is the real shape of agentic AI work.

I lasted 2 weeks on Claude Pro before I got frustrated with the artificial rolling 5 hour window. Here is a workaround and what I'm using instead.

AI can make social media safer for kids by verifying age, detecting harmful content, redesigning recommendations, and optimizing technology for wellbeing.

AI content farms are multiplying, but tools like DeepMind’s Backstory show why faster fact-checking still depends on human judgment.

Go Go Crawler turns your daily steps into currency for a roguelike dungeon adventure packed with bosses, skills, artifacts, and upgrades.

AI agents can find your site, but can they get through it? SEO has no category for that gap yet. Marketing should own it, not engineering.

How LLMs turn text into numbers: BPE tokenization explained step by step, why your choice of tokenizer shapes model quality, and building a data pipeline.

An under six-month regulatory rollout, 8% budget utilisation and a forward-looking bet on programmable finance are giving Pakistan an unusually different global technology story. For decades, Pakistan’s global technology story has usually been framed around potential: a young population, a large digital workforce and strong adoption, but institutions struggling to keep pace. Digital assets are beginning to tell a different story. Pakistan promulgated the Virtual Assets Act in March ...

The company known for stick vacuums and hair dryers is coming for your teeth. The $499 Dyson CameraJet uses a tiny camera to aim streams of rinsing fluid into the gaps between your teeth.

How an alliance of tech startups, MAHA operatives, and actual medical experts made millennial women the new face of hormone therapy.

I tested the top sleep wearables for every type of sleeper, including devices from Oura, Google Fitbit, and Eight Sleep.

The flagship headphones get up to 57 hours of battery life and have easily replaceable batteries.

Ready to move on from the traditional glass slab? Introduce a hinge into your life with these folding smartphones.

Dyson is once again expanding its line of personal care products with a device that focuses on your teeth instead of your hair. As the name implies, the $499 CameraJet is the first electric toothbrush to incorporate a camera into the brush head. Available starting today in ceramic blue or ceramic pink color options, it […]

For the first time since 2011, one of the world's most valuable companies has a new leader, as today marks John Ternus' first day as Apple's CEO. He's replacing Tim Cook, who will continue on as the executive chairman on Apple's board and departed with a letter to employees that remarked, "This place is proof […]

The Wi-Fi 8 standard is far from finalized, but TP-Link is almost ready to release its first hardware targeting the next-gen spec. It unveiled the Archer 8 Ultra tri-band router and Deco 8 Ultra mesh system at IFA 2026, which utilize the upcoming IEEE 802.11bn standard to "address the connectivity problems people actually notice" instead […]

Expectations for Tim Cook were almost impossibly high when he stepped in to replace Apple's visionary cofounder in 2011. He inherited a company on a blockbuster run, after Steve Jobs returned and revitalized the Mac, launched the iPod, and oversaw the launch of the iPhone. Now, after 15 years in the CEO role, Tim Cook […]

The team behind Starcloud's orbital data centers has a new high-risk space project: Sending a probe to Alpha Centauri.

aimock crossed 2.5M weekly installs! Here's what it does and what's new If you've been building AI apps, you've probably hit the same wall: your test suite runs against real LLM endpoints, so every CI run burns tokens, every provider hiccup breaks your build, and every dev on your team needs API keys just to run npm test. aimock is our fix for that. It's an open-source mock server for every AI service your app talks to - LLMs, MCP tools, agentic protocols, vector database...

I landed my first Point of Sale (POS) SaaS client project and built it inside Google Antigravity , trusting Gemini 3.1 Pro for all agentic coding. Bad move. Midway through, severe bugs hit—fixing sales inputs completely broke my dashboard analytics. Frustrated, I switched to the GPT stack (Codex, GPT-5.5, GPT-5.6 Sol). But that brought a new headache: token quotas drained in minutes and API bills went through the roof. The breakthrough? Community stats on Agent Arena showed Flash models...

The first version of my LinkedIn company-jobs Actor looked like it worked. Point it at a company, get back every open role. The dataset had hundreds of rows, the fields were populated, the run finished green. It was returning about three quarters of the jobs, and a different three quarters each time. Worse, I had built change tracking on top of it — "these 12 roles opened since your last run, these 5 closed" — and that feature was manufacturing closures out of nothing. One test run reporte...

Bulk-downloading clean, high-resolution images from an Excel list sounds complicated — but the open-source Python tool Universal Google Image Bulk Downloader Pro by hariompatel61 makes it a five-minute setup. Here's exactly how to get it running. Prerequisites Before you start, make sure you have: Python 3.8+ installed Google Chrome installed on your machine (the tool automates a real Chrome browser under the hood) Step 1: Clone the Repository ...

Most home-grown image scrapers fall apart the same way: they get CAPTCHA-walled after a few dozen requests, or they return a pile of irrelevant junk mixed in with the images you actually wanted. Universal Google Image Bulk Downloader Pro , an open-source project by hariompatel61 , tackles both problems with a handful of deliberate architectural choices worth breaking down. 1. Undetected ChromeDriver + Persistent Sessions Rather than relying on a headless request library, the to...

If you're building or maintaining an AI voice agent right now, there's a decent chance your team hasn't formally mapped out what it legally has to say to callers — because until recently, mostly nobody enforced it. That's changing fast across US federal law, several state statutes, and the EU AI Act. Here's a practical, implementation-focused rundown. TL;DR checklist Your call flows need to handle all six of these: [ ] State plainly, in the opening line, that the caller is t...

Stop wasting your hardware threads and RAM pools on corporate endpoint detection agents that consume 500MB of memory just to stream telemetry to a cloud bucket. When you secure a host at the bare-metal subsystem layer, you don't need static signature databases, heavy Electron-based dashboards, or background bloatware overhead. You need execution velocity and aggressive, multi-threaded memory isolation.Here is the architectural blueprint of a standalone, zero-signature security stack designed for...

AI agents can already operate websites by reading text, inspecting accessibility trees, and clicking visible controls. That works, but it asks the agent to reverse-engineer an interface designed for humans. WebMCP proposes a different model: a website can expose supported actions as structured tools. Instead of guessing which button completes a booking, an agent can discover a bookSlot tool with a description, typed inputs, and a defined result. WebMCP is currently an emerging Chrome cap...