TBC launched Mischief 1 on fal and OpenRouter, priced at $0.005 per second
TBC Ships Neuron-Derived Video Model Mischief 1, Backed by AWS Deal
TBC's approach derives AI efficiency gains from measurements of real neurons rather than standard techniques like quantization or distillation, which the company argues makes the optimizations harder to replicate. The AWS partnership positions the method for commercial-scale deployment, though independent verification of the claimed speed and cost improvements has not yet appeared.
When stories like this move, I write about them in an email each morning.
One free email each morning, around 8 AM US Eastern.
Check your email.
I have sent you a confirmation link. One click and you are in.
Not in your inbox? Look in spam or promotions. If it's there, mark it "Not spam" so future editions land in your inbox.
The full picture
The Biological Computing Co. (TBC) launched Mischief 1 on October 30, 2026, an image-to-video model the company claims is the first publicly available AI video model derived from living neuron measurements. TBC spent four years growing human brain cells on chips with roughly 4,000 electrodes, studying how neurons responded to images as electrical stimulation, and translated those findings into a software adapter built on top of Alibaba's open-source Wan 2.2. The adapter adds less than 0.1% to total parameters. TBC claims the result matches Wan 2.2 quality at five times the speed and 80% lower cost. No living cells are present in the deployed model. The model is API-only with no weights released, priced at $0.005 per second of video, and supports 16:9 clips of three or five seconds at 16 fps in 480p or 720p. It is available on fal and OpenRouter, with AWS Marketplace access described as coming soon. TBC and AWS announced a partnership on September 22, 2026, to scale the neuron-derived approach across AWS Trainium and Amazon SageMaker AI. No independent benchmarks have been published. TBC was co-founded by Alex Ksendzovsky and Jon Pomeraniec, who also serves as COO, and was formerly called Biological Black Box.
How it developed
TBC and AWS announced a partnership to scale neuron-derived AI optimization across AWS Trainium and Amazon SageMaker AI
Sources
2 more sources
- Google DeepMind releases Gemini Omni 1.1 Flash video model
- Reflection AI's Beam open-weight model
- Alibaba's Qwen3 Max open-source release
- Alibaba's Apsara Conference 2026
BackgroundFrontier models, open models, and how they are compared
Get the daily email
When stories like this move, I write about them in an email each morning.
One free email each morning, around 8 AM US Eastern.
Check your email.
I have sent you a confirmation link. One click and you are in.
Not in your inbox? Look in spam or promotions. If it's there, mark it "Not spam" so future editions land in your inbox.