“Adversarial reviews basically boil down to the idea of you have given one cloud a task, spin off another 10 that try to like break this down.”

“It looks like adversarial red teaming. You relentlessly attack the AI models to find vulnerabilities.”

“Agents can be better at structured extraction than humans… if you have a harness where the agent is not only extracting the information but correcting itself, reviewing its outputs, you kind of get to unbalance that in the favor of perfect accuracy”

“As they're answering things where I give them an assignment, automatically spawn a sub agent that traverses the vault for pertinent.”

“You can have parallel run jobs... you do the schema migration, and it's called blue-green swap, and you swap the tables once it's ready”