Author: Awais

Nothing destroys your focus during a meeting faster than having to take notes. You know you need to be fully present, but it’s hard when you’re worried about capturing key information for later. Try Zapier ChatbotsCreate free custom AI chatbots to engage customers and take action with built-in automation.AI transcription tools like tl;dv can help you maintain focus without letting anything important fall through the cracks. By automatically recording, transcribing, and pulling meeting insights for you, tl;dv makes it easy to capture both the big picture and the little details.And when you connect tl;dv to your other apps and AI tools,…

Frozen mac and cheese is a shortcut of a shortcut. It’s quicker than the fastest, most delicious boxed mac and cheese, and it’s certainly more hands-off than making mac and cheese from scratch. However you’re preparing yours, don’t forget to dress it up: hot sauce, chili crisp, bacon bits, scallion, cilantro, and mint chutney—let your stomach be your guide.How we picked the productsAccordionItemContainerButtonFirst, we identified the frozen mac and cheese brands available nationwide. We included only iterations marketed as having a classic mac-and-cheese flavor profile—no bacon or buffalo chicken macs. And for this test, they had to come out of…

Full-text links: Access Paper: View a PDF of the paper titled OpenClaw, Moltbook, and ClawdLab: From Agent-Only Social Networks to Autonomous Scientific Research, by Lukas Weidener and 4 other authorsWithdrawn No license for this version due to withdrawn export BibTeX citation Loading…

Google is rolling out an update to AI Mode for recipe results that it hopes will make recipe bloggers happy. Google’s Robby Stein said on X, “We’ve heard feedback on recipe results in AI Mode, and we’re making updates to better connect people with recipe creators on the web.” The changes aim to make it easier to click over to recipe sites, though I am not 100% certain yet whether the recipe summaries turn recipes into AI slop. “Starting today, when you search for meal ideas like “easy dinners for two,” you can tap on the dish to see links to…

. You’re three weeks into a churn prediction model, hunched over a laptop, watching a Bayesian optimization sweep crawl through its 200th trial. The validation AUC ticks from 0.847 to 0.849. You screenshot it. You post it in Slack. Your manager reacts with a thumbs-up. You feel productive. You are not. If you’ve ever spent days squeezing fractions of a percent out of a Machine Learning (ML) metric while a quiet voice in the back of your head whispered does any of this actually matter?, you already sense the problem. That voice is right. And silencing it with another grid search…

Enterprise SEO doesn’t usually fail because of bad tactics. It fails because the operating model itself makes success nearly impossible. For years, organizations have treated SEO like a downstream marketing function, one that audits what others build, files tickets, and hopes development or content teams eventually implement recommendations. That model worked (barely) when search engines simply ranked pages. But in today’s environment, where visibility depends on structure, eligibility, entity clarity, and machine comprehension, SEO can no longer survive as a reactive service desk. And yet, that’s exactly where most enterprises still put it. The uncomfortable truth is this: Many enterprise…

Trusting a new AI agent you just released can take time. You run it through your work data, watch it closely for days and weeks, always judging if it’s working for you or against you. Just when you’re starting to relax and enjoying the productivity boost, the AI provider launches a model update: the responses have now shifted, your instructions get interpreted differently, and you’re back to zero trust again. So… progress?Meet your new AI teammatesThis is normal, as AI needs maintenance like any other tool or product. I’ve been structuring and simplifying the fundamentals to tune an AI agent…

This month, Bake Club takes inspiration from a certain popular chain restaurant, for our own take on flaky, cheesy biscuits. This version is transformed with the help of Old Bay seasoning. Hosts and senior Test Kitchen editors Shilpa Uskokovic and Jesse Szewczyk make the case for why biscuits are a must-have for any occasion. As Shilpa puts it, “Anything bread can do…a biscuit can do better.”Jesse and Shilpa also tackle listener questions. And iconic baker and bestselling cookbook author Cheryl Day—a biscuit guru who made them everyday for 22 years in her bakery—stops by the clubhouse. Cheryl’s advice for the…

[Submitted on 10 Jul 2025 (v1), last revised 2 Mar 2026 (this version, v2)] View a PDF of the paper titled Toward a Dynamic Stackelberg Game-Theoretic Framework for Agentic AI Defense Against LLM Jailbreaking, by Zhengye Han and Quanyan Zhu View PDF HTML (experimental) Abstract:This paper proposes a game theoretic framework that models the interaction between prompt engineers and large language models (LLMs) as a two player extensive form game coupled with a Rapidly exploring Random Trees (RRT) search over prompt space. The attacker incrementally samples, extends, and tests prompts, while the LLM chooses to accept, reject, or redirect, leading…

Google has long been considered the gold standard for ad spend compared to social platforms. But scale doesn’t equal immunity. Click fraud remains a persistent risk, and the safety of your budget depends entirely on where your ads are running. While Google Ads offers immense reach, its campaigns aren’t created equal. Some are significantly more exposed to malicious activity than others. To protect your margins, you must understand what constitutes click fraud, where it originates, and how to shield your campaigns. What are invalid clicks? Invalid clicks are interactions that lack legitimate consumer intent. Because they aren’t driven by real…