Generative AI & Technology
Where AI meets the real world.
Live AI products built end to end, and in-depth writing on generative AI, large language models, and the technology reshaping how we build things.
The Human Is the Loop: Why I Chose Generative Video as AI's Hardest Test
I picked generative video because its failures are impossible to hide. Here is what building Showspring taught me about agents, Style DNA, feedback loops, and keeping the human in the director’s chair.
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Live projects
What I’m shipping
Live AI products, all running on the same infra. Click through to visit.
01
AI video production studio
Showspring
A complete agentic video production studio: 24 steps from idea to multi-channel publish. Show-bible-driven, so characters, voices, formats, and running jokes persist across episodes.
Node · SQLite · Multi-LLM · Veo 3.1 / Kling 3.0 / Seedance 2.0 · ElevenLabs
showspring.com
02
The show it produces
The Doodle Cast
Rusty and Oreo host the first AI-hosted podcast with doodles. Episodes and shorts are produced end-to-end through Showspring, and viewers can pitch their own dog into the cast.
Showspring pipeline · Nano Banana 2/Pro · Veo 3.1 / Kling 3.0 / Seedance 2.0 · ElevenLabs
thedoodlecast.com
03
Talk to the cast
Live Character Voice
Live voice conversations with the show’s characters, right on thedoodlecast.com. Personas come from the same show bibles and voice IDs that produce the episodes, so the character you watch is the character you talk to.
SpeechRecognition · local LLM on RTX 5090 · ElevenLabs
thedoodlecast.com
04
Multi-model deliberation
Quorum + Bulb
Two products on one shared debate engine. Quorum: Claude, Gemini, and Grok plus a local model debate in true sequence, then a Chair model delivers the verdict. Bulb is the gated idea-lab sibling.
Node · shared debate engine · Claude / Gemini / Grok · local model
council.overdigital.ai
05
Nightly AI forecasts
WillWin
Multi-event forecasting across World Cup, Eurovision, F1, Tour de France, and the Oscars. Predictions regenerate each night on a local Gemma model.
Astro · llama-swap gemma4:26b · Brave · Cron
willwin.ai
06
Generative ad creative · exploration
Create Studio
Brief to storyboard to generative video to scored creative output. An exploration of one-person ad pipelines; the production-grade version of these ideas lives in Showspring.
Node · Nano Banana 2/Pro · Veo 3.1 / Kling 3.0 · multi-LLM scoring
hapalops.com
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