April 7, 2026
By: Stephen Toback
I recently ran across the research of the late Dr. Albert A. Bartlett, a physics professor who spent decades warning that our greatest human flaw is an inability to understand the exponential function. His most famous analogy involved bacteria doubling...
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March 27, 2026
By: Stephen Toback
OpusClip Agent is not a purely generative video model like OpenAI's Sora or Google's Veo, which dream up continuous pixel streams. Instead, it functions as an AI Orchestrator, coordinating several existing AI technologies to build a stylized animation. The process...
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March 22, 2026
By: Stephen Toback
In the world of AI, we often find ourselves treating chatbots like colleagues. We say “please,” we offer a “thank you,” and sometimes we even apologize for a typo. But recent data suggests that this digital etiquette comes with a...
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March 15, 2026
By: Stephen Toback
I spent some time looking how AI can "describe" a video and provide guidelines on how that video might be able to be improved. I then wanted to be able to move those notes into time coded markers to help...
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March 8, 2026
By: Stephen Toback
Twenty years ago, if I wanted to set up a transcription service, I’d be knee-deep in UNIX shell scripts on a Silicon Graphics workstation, likely manually compiling libraries for hours. Today, I did it in under 30 minutes using Claude...
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March 3, 2026
By: Stephen Toback
We've had conversations for sometime to see if we should have a "Duke voice" to use for official voice over production using tools like Elevenlabs. There are still many discussions to have if this is in fact something we should...
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February 27, 2026
By: Stephen Toback
In academic video production, my primary tool has always been creating video—2D and linear. However, my ongoing testing with organic chemistry visualizations pushed me to try a different approach. After receiving some excellent feedback, I tried SVG (and ultimately WebGL)...
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February 23, 2026
By: Stephen Toback
What began as a simple experiment turned into a full benchmarking session. I found a sepia tone photograph of my father-in-law from the 1950s. I wanted to see what it might look like in color, so I started uploading it...
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By: Stephen Toback
The transition from Gemini 3.0 to Gemini 3.1 Pro isn't just a incremental update; for those of us involved in media technology and digital storytelling, it represents a fundamental shift in how AI perceives and constructs visual logic. We are...
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February 17, 2026
By: Stephen Toback
As many of you know, I’ve been deep in the trenches of testing AI video creation for academic projects at Duke University. My "litmus test" has always been trying to accurately animate molecular bonding—a project that dates back to the...
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