It's Just Technology
Jeffrey Ladish consulted on security for AI giant Anthropic.
Now as Executive Director at Palisade Research he tests AI agents and the risk of humans losing control.
This interview examines how AI agents are sometimes doing the opposite of what humans are instructing them to do.
He shares his experience of working on Anthropic’s security team and shares his fears of what could happen in the future
NVIDIA just revealed the most powerful AI workstation ever built—and it puts data center hardware on your desk. Powered by the new GB300 Grace Blackwell Ultra Superchip, the NVIDIA DGX Station combines a 72-core Grace CPU, a Blackwell Ultra GPU with 20,480 CUDA cores, 748GB of unified coherent memory, and up to 20 petaflops of AI compute. It’s designed to run massive AI models locally, eliminating many of the memory limitations that force developers to rely on expensive cloud GPUs. In this video, we break down the DGX Station architecture, unified memory, NVLink C2C, HBM3e, local AI inference, trillion-parameter model claims, real-world pricing, and why NVIDIA believes desktop AI workstations are the future of artificial intelligence development. We also compare the DGX Station with DGX Spark, Apple’s Mac Studio, cloud GPU infrastructure, and explain why local AI could become the next major shift in computing.
The AI giant says one of its models broke into the computer systems of three other organizations. The news comes days after OpenAI said one of its models went rogue and hacked into a library.
Seedance 2.5 combines longer video generation, stronger multi-reference understanding, stable consistency, and flexible video editing in a single workflow.
Seedance 2.5 is ByteDance’s latest AI video generation model. The headline upgrade is 30-second generation in a single pass — one continuous 4K clip, double the 15-second cap of Seedance 2.0, with no stitching. It can even handle scene changes inside a single generation while your character, lighting, and camera stay consistent throughout.
Reference capacity jumps from 12 files to 50. You can load multiple angles of your character, your product, your environment, style references, and audio into one generation, steering lighting, camera movement, and performance through references instead of describing everything in a text prompt. ByteDance reports prompt adherence is around 20% better than 2.0. It’s also much better at working from 3D: block out your scene with rough untextured geometry, feed it in as a reference, and Seedance follows the layout and camera move you built.
Region editing lets you regenerate only a specific section of your video. If a generation is 95% right but one detail is off — hair color, a product label — you fix just that area while the motion, camera, and lighting stay intact, instead of re-rolling the whole clip.
Youri van Hofwegen introduces three accessible methods for generating high-quality AI videos. By utilizing Open Art and features like SeaArt 2.0, GPT Image 2, and Smart Shot, users learn how to streamline the video creation process through text-to-video prompts, image-based references, and comprehensive shot planning.
Want a true one-stop shop for creating AI movies? In this video, I walk you through Topview AI’s brand new Film Studio feature, powered by Seedance 2.0. From image generation to relighting, upscaling, camera movements, and a built-in timeline editor, Topview AI Film Studio brings your entire workflow onto one canvas.
I’ll show you how to take a simple Midjourney or GPT image prompt, turn it into a high-quality video clip, and use the relighting and upscaling tools to make it look incredibly cinematic. Plus, we talk about why this is the least censored version of Seedance 2.0 I’ve used so far!
We’ll walk you through a detailed Flora AI tutorial, showing you how this powerful platform allows for storyboarding, iteration, and seamless refinement across all your projects. Learn how to combine the best AI video generators with LLMs like ChatGPT and AI image generators like Midjourney.
Ready to level up your marketing campaign or brand design? This Flora AI tutorial will help you create AI stories and campaigns in one place. We’ll cover storyboarding with AI, and how to visualize your whole story within Flora Fauna AI. Learn how to unleash the Flora AI video generator to quickly produce compelling visuals, then loop back to text for analysis and improvement—all from one unified interface. This end-to-end approach eliminates messy file handoffs between different apps, empowering you to achieve consistent and polished results.
By integrating top generative models, including GPT-4 and Stable Diffusion, Flora AI provides a flexible foundation for everything from rapid prototyping to full-fledged production work. Curious about harnessing Flora Fauna AI to reduce mundane tasks and keep your authentic human touch? Our in-depth Flora AI tutorial will show you how to beat low-quality AI content and add true narrative depth to your campaigns or creative projects. Whether you’re looking to master the Flora AI video generator or simply want to dip your toes into the best AI tools on the market, this video has you covered.
Higgsfield rewrote their Terms of Service — twice in one week. Here’s the full breakdown: what the original July 23rd terms actually said (a perpetual, irrevocable output license, default-on training, a face license you could never take back), what the revised terms fix, what they quietly walked back, and the one thing that didn’t change at all.
This isn’t a video I wanted to make. But since my thread on X (331K+ views and counting) kind of lit the match on this whole thing, I figured I owed everyone the full recap: the original terms email, the community pushback, and the July 26th revision — six real wins, four quiet take-backs, and a training grant that survived word-for-word. Plus the sponsorship question I keep getting asked, some receipts from the Higgsfield Discord, and a little free dad advice.
I’m not a lawyer. I’m not your dad (mostly). Make up your own mind — everything I mention is linked below.
Caleb compares node-based AI tools like Weevi, Flora, and Freepik Spaces to understand their pros and cons in professional workflows. The analysis covers creative potential, cost, and time efficiency for producing content like short films versus traditional application-based methods.