🚨 BREAKING: Google just dropped VaultGemma — the world’s most capable differentially private LLM.
It’s a massive step toward AI that’s powerful, open, and built with privacy at its core.
Here’s what makes it groundbreaking 🧵👇
Most AI models memorize data.
That’s dangerous when private or sensitive info leaks into outputs.
VaultGemma was trained from scratch with differential privacy (DP) — a mathematical guarantee that prevents memorization by adding carefully calibrated noise.
But here’s the kicker:
Applying DP to LLMs isn’t easy.
Noise makes models harder to train, less stable, and more expensive.
That’s why DP-LLMs have always lagged behind in performance…
Most people rush to make an eBook or course… then wonder why no one buys. 🤯
The secret isn’t “working harder.”
It’s knowing if people actually need it.
Here’s how to turn your ideas into sellable digital products 🧵👇
🔜1. MARKET VERIFICATION REQUESTS.
Tip: Act as a market research specialist for [YOUR INDUSTRY]. I need to identify unmet needs in the market that I could address with a digital product.
Analyze the following:
1. What are the top 5 pain points that people in [YOUR INDUSTRY] express online?
2. Which existing solutions are insufficient and why?
3. Which specific audience segment is the most undervalued?
4. What will the ideal solution look like for this audience?
5. How can I confirm the existence of this gap before creating a product?
For each pain point, include:
- Real-life examples of people expressing this need (in quote format).
- The emotional impact of this problem.
- What they are currently using as a workaround.
- How much time/money this problem costs them.
❔What it does: Identifies the real needs of the market before you take the time to create something that no one wants.
✅Ideal for: Finding profitable product ideas when you don't know where to start.
🔜2. Competitor analysis.
Hint:
You are a business analyst conducting competitor analysis for a digital product in [INDUSTRY]. Your task:
1. Identify the top 5 competing products that solve [SPECIFIC PROBLEM]
2. For each competitor, analyze:
- Their unique selling proposition.
- Price structure and positioning.
- Key features they focus on.
- What customers like (based on reviews/testimonials).
- What they fall short of (common complaints).
- Their content/marketing strategy.
3. Identify 3 specific gaps in the market based on:
- Insufficient customer segments.
- Problems that competitors do not fully solve.
- Price points that are not offered.
- Features that customers want but can't find.
Frame it as a strategic analysis with clear guidelines on how I can position a new digital product to fill these gaps.
❔What it does: It shows exactly how to position your product compared to what's already on the market.
✅Perfect for: finding your unique approach in a crowded market.
I've been using ChatGPT to sell houses for 6 months.
My sales increased 40% and my listings sell 2x faster.
Here's the playbook every realtor is secretly using:
1. Create property descriptions
The first tip is to create real estate descriptions. Because the way you describe them can be the difference between selling and skipping. Using the prompt below, you can create property descriptions that will attract potential buyers and make your listings stand out.
Act as a business copywriter specializing in real estate. Write a compelling property description for [property description] that highlights its unique features, amenities, and location. The description should be interesting, informative, and persuasive, aimed at attracting potential buyers or tenants. Use descriptive language to paint a picture of a property, highlighting its value and appeal. Make sure that the description is relevant to the target audience and conveys a sense of luxury and exclusivity.
2. To highlight the features of the area
When selling real estate, the area plays a huge role. It's not just about the house, it's also about where it's located. The following tip will help you showcase the area's unique features, making your property listing even more appealing.
As a business copywriter specializing in real estate, your job is to highlight the unique features of the neighborhood for the property based on the [neighborhood description] provided. Create compelling and informative content that showcases the amenities, attractions, and lifestyle of the area. Highlight the key points of the sale that will appeal to potential buyers or tenants, such as proximity to schools, parks, shopping malls, public transportation, and cultural attractions. Use engaging language and visuals to paint a vivid picture of the area and its benefits, helping to engage stakeholders and generate interest in the property.
🚨Technology is evolving so fast, it feels like we’re living in a sci-fi movie.
From AI to robotics to things you thought were impossible… 🤯
Here are 10 Mind Blowing inventions proving the future has already arrived 🧵👇
1. Caltech has developed PillTrek, a tiny wireless smart capsule that you can swallow to learn about your gut and overall health.
It delivers real-time data on electrolytes, metabolites, glucose, hormones, pH levels, and temperature as it travels through your system.
2. Scientists at the University of Maryland are developing artificial blood that could save lives in emergencies.
They’ve successfully tested a powdered blood substitute in animals, and human trials may be coming soon. This could help medics act faster during critical situations.
🚨 STOP paying for expensive tutors when these FREE AI tools can help you ace every subject
I just compiled the ultimate list of AI study tools that'll make you wonder how you ever survived school without them 🧵
(Save this thread - you'll thank me during finals week)
1️⃣ NotebookLM — The best AI tool for exam prep. Upload up to 50 sources (texts, PDFs, Google Docs, audio, or YouTube videos), & the AI will structure the information, explain complex points, highlight key facts, and package it into a podcast or video. notebooklm.google
2. Wolfram Alpha — A powerhouse service for solving math problems, even at the university level. wolframalpha.com