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Machines that Learn from Mistakes

Forbes India

|

January 09, 2026

As companies start automating everyday tasks, artificial intelligence (AI) has mostly filled in as a contract worker who is quick and capable, but also forgetful the moment the task ends, unlike an employee who's generally reliable. A US-based startup is trying to change that.

- -Himani Kothari

Machines that Learn from Mistakes

Soham Ganatra (29)

Co-founder, Composio

"When you hire a contractor, you start from base zero," says Soham Ganatra, co-founder of Composio. "An employee, over time, becomes better and you rely on them to make decisions." Composio teaches software agents to remember mistakes, share corrections across installations and slowly accumulate practical skills that raise reliability for business use.

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