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⚡ Composer: Cursor’s Fastest and Smartest Coding Model Yet

Cursor has launched Composer, a new in-house AI agent model trained with reinforcement learning (RL) for real-world software engineering tasks. The release coincides with the Cursor 2.0 platform, introducing faster, multi-agent coding workflows.

The Decode:

1. Frontier-Level Speed and Accuracy - Composer achieves frontier coding performance, generating code 4x faster than competing models. It completes most engineering tasks in under 30 seconds, maintaining high accuracy and responsiveness for interactive development.

2. Reinforcement Learning for Real Coding Tasks - Trained on real developer requests via Cursor Bench, Composer uses RL to solve complex coding challenges. It learns to make efficient tool choices, fix linter errors, and execute tests while minimizing unnecessary actions.

3. Multi-Agent Cursor Platform - The new Cursor 2.0 allows users to run up to eight AI assistants simultaneously without interference. It adds web browsing, browser testing, and voice control, making collaborative coding seamless and hands-free.

4. Advanced Training Infrastructure - Composer’s Mixture-of-Experts architecture is powered by PyTorch and Ray, using MXFP8 precision for faster training and inference. The system scales across thousands of GPUs, ensuring real-time reinforcement learning at a massive scale.

Composer represents the next stage of AI-assisted software development, where engineers guide, review, and architect systems while AI handles execution. It marks a shift toward faster, collaborative, and multi-agent coding environments.

Together with Neurons

Improve your Ad Impact Before Going Live

Let’s face it: campaign decisions shouldn’t take weeks & get stuck in endless sign-off loops.

Use Neurons, and get results in seconds.

Neurons measure attention, recall, emotions, and more. Then it distills all the neuroscience metrics into a single 1-10 number so you can make data-driven decisions faster.

It also gives you clear, science-backed recommendations that help you improve ROI before you spend a single cent on advertising.

Here’s how it works:

✅ Upload your creatives (image or video)
✅ Get your Impact Score in seconds
✅ Dive deeper into all metrics

Test unlimited creatives, benchmark against your industry, and get actionable insights in seconds. No surveys, no waiting.

Brands using Neurons have already seen 2x more conversions, a 73% higher CTR on display ads, and 46% more conversions on Meta ads.

Ready to improve your ads in seconds?

🌀 From Flat to Fully 3D, in One Click

3D content just hit a new level. Hitem3D v1.5 transforms any 2D image into a high-fidelity 3D model in seconds, rivaling the precision of Sparc3D with the speed of Ultra3D, and now it’s fully automatable with a brand-new API.

What you can do

🖼 Upload 1 image → generate textured 3D in 1536 Pro
🧭 Upload 4-view angles → get clean, accurate geometry
⚙️ Use the API to run this inside your own product or workflow

This isn’t “basic render” tech, it’s cinematic-grade modeling with continuity, realism, and real-time speed. It’s already powering virtual try-ons, product visualizers, and full DTC catalog previews.

🚀 Try it now: hitem3d.ai

Together with Playbook Pro

Unlock Hidden Cash to Add Months of Runway

Growth isn’t about chasing new funding; it’s about making every dollar move faster.

Leading DTC brands have gained months of extra runway by simply reshaping how cash enters and exits their business.

Financial Alchemy is your practical guide packed with real operator insights and ready-to-use templates. Inside, you’ll learn how to:

💰 Flip your cash cycle so revenue arrives well before expenses, real examples show brands securing payment weeks ahead of supplier deadlines.

📊 Stress-test growth plans with the Cash Flow Simulator to uncover an average of $80K in trapped working capital each quarter.

🧮 Speed payback with the Unit Economics Analyzer, cutting CAC recovery to as little as five weeks.

🤝 Negotiate supplier terms using the Supplier Toolkit, with tactics that added 12% operating margin in a single contract cycle.

Get your ebook and turn everyday cashflow into your most dependable growth engine.

🏆 Google Leads 2025 Generative Media Adoption Race

Benchmarking firm Artificial Analysis released its State of Generative Media Report 2025, surveying 300 creators and organizations on AI image and video adoption. The findings highlight a clear leader: Google, which now dominates both image and video generation markets.

The Decode:

1. Adoption Driven by Creators and Quality - Personal creators continue to lead AI adoption, with 89% using image models compared to 62% for video. Enterprises are catching up, as ROI strengthens and workflows integrate visual AI into content pipelines.

2. Google’s Models Take the Lead - Google Gemini powers 74% of image generation, far ahead of OpenAI (64%) and FLUX (37%), while Google Veo captures 69% of video creation, outpacing Kling and Runway. The data positions Google as the most integrated creative AI ecosystem in use today.

3. Apps That Define the Workflow - On the application front, ChatGPT (69%) and Gemini (64%) top user preference for image generation, followed by Adobe Suite and Midjourney. Google’s cross-platform strength in Gemini, Veo, and AI Studio underpins its dominance in creative workflows. 

4. ROI Arrives Early - Enterprises are seeing tangible results, with 65% reporting ROI within 12 months, citing improved creative efficiency and reduced production costs. Quality remains the top factor in selecting a model, while cost control drives enterprise decision-making.

The 2025 report underscores how rapidly generative media is evolving, with Google emerging as the dominant force across both image and video creation. It signals a broader shift toward unified AI ecosystems, where quality, efficiency, and creative scalability are now the key competitive levers shaping the next phase of digital content production. 

🏆 Tools you Cannot Miss:

🎬 KaraVideo – Enjoy seamless access to the world’s best video engines from one unified dashboard — all for one price.

🎧 LyricEdits – Explore AI-generated lyric videos in multiple music styles and visual aesthetics for your next creative project.

💌 Greetings Island – Instantly craft personalized birthday, wedding, or holiday wishes with AI, free, fast, and fully customizable.

📨 Duet Mail – The most advanced AI email assistant for Gmail that declutters your inbox and saves hours every week.

🕵️ Sherlocks.ai – Transform your SRE operations with autonomous AI agents that prevent incidents, automate RCA, and speed up recovery.

🚀 Quick Hits

🤓 Every minute your GPUs sit waiting, AWS still charges you. Nebius ends that waste with instant scaling, consistent $2/hr pricing, and zero queue time. Recraft and Captions cut costs by 40% and launched faster than ever. Switch now and claim your 3 months free!

🤖 Mark Zuckerberg says Meta will expand AI-generated content across its apps, calling it a “new era” of social media. AI tools now power recommendations, remix creation, and Meta’s Vibes app, already generating 20B images.

🚀 Nvidia has officially hit a $5 trillion market cap, becoming the world’s most valuable company. Shares surged 5% after its Nokia partnership and AI-driven growth pushed it past Apple and Microsoft.

💰 Google’s parent Alphabet hit its first $100 billion quarter, reporting $102B in Q3 2025 revenue, up 16% year-over-year. Growth was fueled by strong performance in Cloud, AI, ads, and subscriptions.

🪄 Grammarly has rebranded to Superhuman and unveiled a new AI assistant, Superhuman Go, that integrates with tools like Gmail, Jira, and Google Drive to automate writing, scheduling, and task management.

⚠️ Character.AI is ending open-ended chatbot access for users under 18 after multiple safety incidents. Starting November 25, minors will face phased limits, with full chat removal and strict age verification.

🤳AI Nugget of the Day

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