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The productivity paradox of AI coding assistants

A July 2025 METR trial dropped a twist: seasoned devs using Cursor with Claude 3.5/3.7 moved **19% slower** - while thinking they were **20% faster**. Chalk it up to AI-induced confidence inflation. Faros AI tracked over **10,000 developers**. More AI didn’t mean more done. It meant more juggling, ..

The productivity paradox of AI coding assistants
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@faun shared a link, 2 days, 23 hours ago

Becoming a Research Engineer at a Big LLM Lab - 18 Months of Strategic Career Development

To land a big career role like Mistral, mix efficient **tactical** moves (like LeetCode practice) with **strategic** ups, like building a powerful portfolio and a solid network. Balance is key; aim to impress and prepare well without overlooking the power of strategy in shaping a successful career...

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@faun shared a link, 2 days, 23 hours ago

Implementing Vector Search from Scratch: A Step-by-Step Tutorial

Search is a fundamental problem in computing, and vector search aims to match meanings rather than exact words. By converting queries and documents into numerical vectors and calculating similarity, vector search retrieves contextually relevant results. In this tutorial, a vector search system is bu..

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@faun shared a link, 2 days, 23 hours ago

Inside NVIDIA GPUs: Anatomy of high performance matmul kernels

NVIDIA Hopper packs serious architectural tricks. At the core: **Tensor Memory Accelerator (TMA)**, **tensor cores**, and **swizzling**—the trio behind async, cache-friendly matmul kernels that flirt with peak throughput. But folks aren't stopping at cuBLAS. They're stacking new tactics: **warp-gro..

Inside NVIDIA GPUs: Anatomy of high performance matmul kernels
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@faun shared a link, 2 days, 23 hours ago

Jupyter Agents: training LLMs to reason with notebooks

Hugging Face dropped an open pipeline and dataset for training small models—think **Qwen3-4B**—into sharp **Jupyter-native data science agents**. They pulled curated Kaggle notebooks, whipped up synthetic QA pairs, added lightweight **scaffolding**, and went full fine-tune. Net result? A **36% jump ..

Jupyter Agents: training LLMs to reason with notebooks
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@faun shared a link, 2 days, 23 hours ago

Building a Natural Language Interface for Apache Pinot with LLM Agents

MiQ plugged **Google’s Agent Development Kit** into their stack to spin up **LLM agents** that turn plain English into clean, validated SQL. These agents speak directly to **Apache Pinot**, firing off real-time queries without the usual parsing pain. Behind the scenes, it’s a slick handoff: NL2SQL ..

Building a Natural Language Interface for Apache Pinot with LLM Agents
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@faun shared a link, 2 days, 23 hours ago

Shai-Hulud npm Supply Chain Attack

Malicious npm packages just leveled up: this one dropped a self-spreading worm that hijacks repos and leaks secrets the moment it lands. It abuses `postinstall` scripts to run TruffleHog and swipe tokens straight from your codebase. Then it uses GitHub Actions to exfiltrate the loot and auto-publis..

Shai-Hulud npm Supply Chain Attack
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@faun shared a link, 2 days, 23 hours ago

Demystifying Log Retention in Azure

Azure logs come in three flavors: **Activity Logs**, **Diagnostic Logs**, and **Log Analytics**. Each with its own rules for retention and billing. The catch? Those differences aren’t quirks—they’re baked in...

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@faun shared a link, 2 days, 23 hours ago

Introducing DigitalOcean Organizations, a new and comprehensive account layer

DigitalOcean just dropped **Organizations**—a real upgrade for anyone juggling multiple Teams. Think one top-level account to rule them all: centralized user control, one invoice to track, and org-wide settings for taxes, credits, and permissions...

Introducing DigitalOcean Organizations, a new and comprehensive account layer
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@faun shared a link, 2 days, 23 hours ago

How FinOps Drives Value for Every Engineering Dollar

Duolingo’s FinOps crew didn’t just track cloud costs—they wired up sharp, automated observability across 100+ microservices. Real-time alerts now catch AI and infra spend spikes before they torch the budget. They sliced TTS costs by 40% with in-memory caching. Dumped pricey CloudWatch metrics for P..

How FinOps Drives Value for Every Engineering Dollar
Did you know you can clap for someone’s content up to 50 times on Medium?

Well, you can.

And to protect you from carpal tunnel syndrome, I packaged that behavior into a little extension for Chrome.

It works like this:

https://www.youtube.com/watch?v=oN3soEz-5Z4

Open up your developer tools (right-click & choose inspect)

Then, navigate to the “console”:

And if you have a bunch of caca (that’s Spanish for đŸ’©) in your Console you can click the little đŸš« icon to clear it:

Then:

copy the JavaScript code below
paste it into the Console area
press the Return key

and spread the clap!

(Scroll up to the top of this article before you press enter if you want to see it in action)

let clapButton = document.querySelector('button[data-testid="headerClapButton"]');
if (clapButton) {
const events = ['mousedown', 'mouseup', 'click'];

async function performClap() {
for (let i = 0; i < 50; i++) {
events.forEach(eventType => {
let event = new MouseEvent(eventType, {
'view': window,
'bubbles': true,
'cancelable': true
});
clapButton.dispatchEvent(event);
});
await new Promise(resolve => setTimeout(resolve, 10)); // Introducing a 10ms delay between claps
}
console.log("+50 Claps! Now, go join the SERP community!");
}

performClap();
} else {
console.log("Clap button not found!");
}

Want the extension?

I submitted the extension to the Chrome app store and it’s pending approval as of this writing


But if you’re too excited to sit around when you could be clappin’ it up — you’re welcome to grab the bootleg here:

👉 https://serp.ly/@serp/serp-clapper-medium