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Beginners in AI

Good morning and thank you for joining us again!

Welcome to this daily edition of Beginners in AI, where we explore the latest trends, tools, and news in the world of AI and the tech that surrounds it. Like all editions, this is human curated and edited, and published with the intention of making AI news and technology more accessible to everyone.

THE FRONT PAGE

The AI Voice AgentTrust Problem Just Got Its First Real Fix

TLDR: ElevenLabs just became the first company to insure its AI voice agents the same way businesses insure human employees, after passing over 5,000 safety tests.

The Story: ElevenLabs, the AI voice company valued at $11 billion, has rolled out the first-ever insurance policy covering AI voice agents. The policy is backed by AIUC-1 certification, a process that puts AI systems through more than 5,000 adversarial simulations testing for things like data leaks, hallucinations, unauthorized actions, and prompt injection attacks. ElevenLabs powers over 3 million voice agents used by companies like Cisco, Revolut, and MasterClass for customer support, sales, and scheduling. The company's technology is used by employees at more than 75% of Fortune 500 companies. Over 95% of enterprise AI pilot programs currently fail to reach full deployment, with legal and security concerns cited as the main barriers.

Its Significance: This is a big deal for anyone whose company uses AI tools at work. Right now, if an AI agent gives a customer wrong information, it's unclear who pays for the mistake. This insurance means businesses can now protect themselves the same way they would with a human employee. ElevenLabs says agents built on their platform are already about 75% of the way to certification, and customers can finish the process in as few as four weeks. If this model catches on, expect more companies to roll out AI agents faster, which could change how customer service, sales, and scheduling jobs look in the near future, assuming usage costs make sense too.

QUICK TAKES

The story: Bestselling author Michael Pollan told NPR that AI chatbots will never truly be conscious because real thought is tied to having a body that can feel pain and suffer. In his new book A World Appears, he argues that worrying about AI consciousness while ignoring billions of people (and animals) we already know are conscious shows our priorities are off.

Your takeaway: Pollan raises a point worth sitting with. As AI companies push the idea that their tools might be "aware," he's asking a simpler question: why are we so eager to grant rights to machines when we haven't figured that out for living beings?

The story: Google released Gemini 3.1 Pro, a smarter version of its AI model that scored 77.1% on a key problem-solving test, more than double what the previous version scored (31.1%). The model is rolling out across the Gemini app (750 million monthly users), NotebookLM, and developer tools.

Your takeaway: If you use Google's Gemini app, you're getting a noticeable upgrade in how well it handles complex questions and tasks. The AI model race between Google, OpenAI, and Anthropic is moving so fast that major updates now come weeks apart instead of months.

The story: Mind, England and Wales' largest mental health charity, has launched a year-long commission examining AI and mental health. This comes after a Guardian investigation found Google's AI Overviews (shown to 2 billion people monthly) gave dangerous advice on eating disorders and psychosis, including telling one person that starvation was healthy.

Your takeaway: If you or someone you know searches Google for mental health information, be careful with the AI-generated summaries at the top of results. Experts found harmful answers within two minutes of testing. Always click through to trusted health websites instead of relying on the AI snapshot.

TOOLS ON OUR RADAR

🐧 Cal.com Free and Open Source: A highly customizable scheduling infrastructure that gives you full ownership over your data and booking workflows, complete with smart routing and automated follow-ups. (Alternative to Calendly)

📺 Feedix Freemium: A smart content curator that automatically watches your favorite YouTube subscriptions and delivers concise, organized summaries of the best insights straight to your inbox.

🎬 Flixier Freemium: A browser-based video editor that uses AI to let you effortlessly generate b-roll, extend clips, and connect timeline shots without needing a heavy desktop application.

📈 AdGen Freemium: An AI powered platform that extracts your brand's unique style directly from your website to automatically generate and publish tailored ad creatives and copy across multiple social channels.

TRENDING

Workers' Biggest AI Threat Isn't Job Loss, It's Workplace Surveillance - Many U.S. companies are now using enterprise AI systems that learn how employees work, raising concerns that constant monitoring, not job replacement, is the more immediate danger of AI in the workplace.

AI Is Changing Filmmaking, But Human Craft Still Wins - AI tools are speeding up visual effects and editing in Hollywood, but industry experts say storytelling, direction, and emotional depth remain skills that only humans can deliver.

Psychologist Warns AI Should Not Do Therapy - AI risk advisor Genevieve Bartuski says many developers building mental health tools have good intentions but don't fully understand the risks, and that AI companions targeting children are especially concerning.

Sam Altman Says Some Companies Are Blaming AI for Layoffs That Have Nothing to Do With AI - OpenAI's CEO told CNBC-TV18 at India's AI Impact Summit that some companies are "AI washing" their layoffs, using AI as an excuse for job cuts they would have made anyway.

Google Launches Free AI Product Photography Tool for Small Businesses - Google Labs' new Pomelli Photoshoot feature turns basic smartphone product photos into studio-quality marketing images using AI, available free in beta across the U.S., Canada, Australia, and New Zealand.

Raytheon's Recoverable Drone Successfully Defeats Drone Swarms in Army Test - Raytheon's Coyote Block 3NK knocked out at least 10 drones during a U.S. Army exercise using a non-kinetic weapon, then landed in a net for reuse, offering a cheaper alternative to expensive one-shot interceptors.

TRY THIS PROMPT (copy and paste into Claude, ChatGPT, or Gemini)

Freelance Rate Calculator: Find your floor rate, target rate, and dream rate based on your real numbers

Build me a web app called "Freelance Rate Calculator" that helps freelancers figure out exactly what to charge clients.

On the left side, show an input panel labeled "Your Real Numbers" with three sections of sliders:
- Monthly Expenses: sliders for Rent/Housing, Food & Groceries, Transportation, Healthcare, and Other Bills
- Work Setup: sliders for hours per week, vacation weeks per year, and tax rate percentage
- Goals: sliders for monthly profit target and annual equipment/software costs

On the right side, show three large rate cards stacked vertically:
1. FLOOR RATE - the bare minimum to cover expenses after tax, shown in red
2. TARGET RATE - comfortable living with profit goal included, shown in gold
3. DREAM RATE - doubles the profit goal, shown in green

Each card should show the hourly rate large and bold, plus monthly income and annual income based on 50% billable utilization.

Below the cards, show a "Rate Health" progress bar and a plain-English explanation of what the difference between each rate actually means in practice.

All calculations should update live as the sliders move. Use a dark forest green background with gold accents. At the bottom, add a "Search Best Practices" button that cycles through 4 freelancing tips.

What this does:

Enter your monthly expenses, work hours, and income goals and this app instantly calculates three rates: the bare minimum to keep the lights on, a comfortable target, and an ambitious dream rate. All three update live as you adjust the sliders, so you can see exactly what changes when you cut expenses or add billable hours.

What this looks like:

WHERE WE STAND(based on today’s news)

AI Can Now: Be insured like a human employee after passing 5,000+ adversarial safety tests covering hallucinations, data leaks, and prompt injection attacks.

Still Can't: Be conscious, according to author Michael Pollan, because real thought requires a body that can feel pain, suffer, and be vulnerable.

AI Can Now: Score 77.1% on complex reasoning tests (Gemini 3.1 Pro), more than doubling Google's previous model in problem-solving ability.

Still Can't: Give reliable mental health advice through Google Search. Experts found dangerous, incorrect information within two minutes of testing AI-generated health summaries.

FROM THE WEB

*Capcut is one of the few platforms where people are getting access to Seedance 2.0 early.

RECOMMENDED LISTENING/READING/WATCHING

In a rare optimistic turn for Black Mirror, two women fall in love inside a simulated reality where the elderly can upload their consciousness after death. It won two Emmys for good reason. The episode asks whether a digital afterlife counts as 'real' living, and you'll be thinking about the answer for days.

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Thank you for reading. We’re all beginners in something. With that in mind, your questions and feedback are always welcome and I read every single email!

-James

By the way, this is the link if you liked the content and want to share with a friend.

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