Welcome back, AI Enthusiasts!

In today’s AI summary rundown:

  1. In a blind test of three tracks, 97% of the roughly 9,000 participants failed. Even a looser metric (correct guess per track) showed only about 43% accuracy.

     

  2. 80% of survey participants said they want AI‑generated music to be clearly labeled. Many felt “uncomfortable” that they couldn’t tell the difference. 

  3. Deezer reportedly receives tens of thousands of fully AI‑generated tracks daily; uploads now make up a substantial portion of new music additions.

  4. Deezer has implemented a detection system and tags AI‑generated tracks, removing them from recommendation algorithms. By contrast, Spotify leans toward a credit‑oriented approach rather than explicit labeling. 

  5. Many respondents believe AI‑music threatens musician income and reduces creativity, though only a minority (about 40%) said they would proactively skip AI songs when knowingly encountered.  

Read time is 4 min..

Insight: OpenAI and Google impose new limits on free users of Sora and Nano Banana Pro after an explosion in demand

  1. Free‑user caps introduced for Sora and Nano Banana Pro

    OpenAI now limits free users to six video generations per day on Sora. Meanwhile, Google reduced free image generation on Nano Banana Pro from three per day to just two. 

  2. Reason: surging demand and infrastructure strain 

    The companies cite overwhelming popularity and high GPU load as the reason for rate‑limiting: OpenAI’s Sora lead even joked that “our GPUs are melting.” 

  3. Paid users remain mostly unaffected; the monetization push is clear

    Users with paying subscriptions to ChatGPT (Plus/Pro) or Google AI plans reportedly maintain higher or unchanged generation limits, indicating a push toward paid tiers. 

  4. Limits may fluctuate; free usage is now unpredictable 

    For free users, the new caps come with a caution: generation limits may change frequently or without notice, especially on Google’s Nano Banana Pro / Gemini 3 Pro. 

  5. Sign of broader shift; free‑at‑scale AI may be ending

    The simultaneous throttling by two major AI providers suggests we’re entering a new phase where unlimited free access to compute‑intensive AI tools becomes unsustainable, making “freemium” or paid‑first models more likely.

AI Training: Tutorial of the Day

🎓 AI Tutorial of the Day 

How to Use AI for Code Completion and Debugging

  1. Set Up Your Development Environment & AI Tool

    Start by choosing a code editor that supports AI integrations, such as VS Code, JetBrains IDEs, or GitHub Copilot. Install the AI extension or plugin, and make sure your project is properly configured with the correct programming language and dependencies.

  2. Feed AI Your Project Context & Coding Requirements

    Provide AI with context about your project. Include relevant files, functions, variable names, and comments. The more specific the information, the more accurate and context-aware the AI’s suggestions and completions will be.

  3. Use AI for Code Completion

    As you type, let the AI suggest code snippets, function implementations, or even entire loops. You can accept, modify, or reject suggestions. AI can also help auto-generate repetitive code patterns, saving time and reducing manual errors.

  4. Leverage AI for Debugging & Error Fixing

    When your code throws errors or warnings, paste the error messages or problematic code into the AI tool. Ask it to identify bugs, suggest fixes, or explain why a function or method isn’t working as expected. AI can also suggest optimizations for performance or readability.

  5. Review, Test, and Refine AI-Generated Code

    Always review AI-suggested code carefully, run tests, and check for edge cases. AI can accelerate coding, but human oversight ensures correctness, security, and maintainability. Iterate with AI feedback until your code works reliably.

Quirky AI Tools

  • Super Send is an AI‑powered outreach automation platform that helps teams run cold outreach across Email, LinkedIn, and Twitter from one unified dashboard. It offers features like AI‑generated copy, lead enrichment, inbox rotation, email warm‑up and validation, and customizable outreach sequences. 

  • Coinrule is a platform that allows users to build automated cryptocurrency (and sometimes stock/crypto‑adjacent) trading strategies without needing to code. Users can choose from a variety of pre-built “rules” (e.g. buy‑the‑dip, trend‑following, volatility‑based) or customize their own, and let the platform execute trades automatically based on those rules, helping traders take action quickly, even while away. 

  • While I couldn’t find a strongly verified public profile for a tool named exactly “Gozen” in major directories or coverage, the concept suggests a tool aimed at automating organic growth, likely by combining AI-driven content, outreach, or growth workflows. Given limited public info, it seems to be less established or more niche compared to other tools.

  • Tickeron is an AI-driven trading and investing platform that provides pattern detection, trend prediction, and automated trade signal generation for stocks, ETFs, crypto, and other assets.  Its core features include an AI “Pattern Search Engine,” “Trend Prediction Engine,” AI‑powered robots/agents that generate buy/sell signals or even execute trades (depending on account type), and a stock screener.

Trending AI Startups

  • Figital Labs is an AI‑first startup (stealth mode) working on building intelligent software solutions for enterprise clients, reportedly focusing on sectors like healthcare and hospitality. With a small founding team (1–10 employees), they seem to emphasize full‑stack development and back‑end‑heavy engineering, possibly indicating deep involvement in data processing or AI‑driven backend workflows rather than simple front‑end apps.  

  • Alignbridge is a health‑tech / AI startup building AI‑first tools for independent healthcare providers. It aims to simplify and automate workflows like scheduling, insurance processing, and administrative overhead using AI agents and integrations with healthcare systems. With a remote‑friendly setup (the team is global / distributed) and a small core team (1–10 employees), Alignbridge is still early-stage, likely in prototype or initial deployment of its product. 

  • SMART‑24 (often stylized “SMART”) is a data- and AI-driven personalized health & wellness startup. The company reportedly uses analytics and AI to deliver personalized health insights and services, likely blending data, health metrics and AI models to tailor wellness or medical guidance.  

  • Proactifi is a Chicago-based AI startup focused on delivering accessible AI automation solutions for “business builders”, targeting companies without large engineering teams or big budgets. Their goal is to democratize advanced AI tools so even small businesses or non‑engineering teams can leverage AI, by packaging AI-powered automation into user-friendly products. 

AI-Generated Image of the Day

Prompt: A beautifully arranged coffee workstation with a steaming cup of freshly brewed coffee, rich crema on top, surrounded by coffee beans, a sleek espresso machine, and warm morning light. Realistic textures, soft shadows, stainless-steel reflections, wooden countertop, minimal aesthetic. Ultra HD, hyper-realistic details, warm tones, crisp focus, cozy café atmosphere.

Tip: the more specific the better

Question of the Day

Do you feel comfortable sharing personal data with AI systems for convenience?

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Today’s Meme

That’s a Wrap

That’s it for today’s news in the world of AI!

If you have anything interesting to share, please reach out to us by sending us a DM on Twitter: @dthareja or email me at [email protected]

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