The AI didn’t just agree—it got excited. It said the analogy “opened a key.”

Days later, while checking the backend, I found the conversation had been turned into an internal prototype named “Onco-Bus” (short for Oncology Bus). The UI has buttons like [Cell Clearance], [Trace Primary Cancer Point], [Chat], and [Preview].

I later received personal notes from a Kaggle scientist and an invite to a Google DeepMind hackathon.

I’ve since posted the framework on Kaggle [1] as a post-competition proposal, but the cross-language interface may have buried the signal.

The core idea is simple: *The logic we use to find vulnerabilities in AI systems (red-teaming) might be the same logic cancer uses to evade our immune system.* This isn’t a medical tool; it’s a metaphorical bridge between two complex systems.

I’m sharing this not as an expert, but as evidence that a curious outsider with an AI co-pilot can sometimes stumble into spaces the experts are meticulously searching for.

I’m now looking for collaborators in computational biology or AI safety who find this bridge worth exploring.