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A hearing was convened—public, televised—where Judge Ellis called PhindFree’s lead statistician to testify. Under cross-examination, the statistician admitted that the model used arrest frequency and neighborhood-level metrics but declined to reveal certain training data citing proprietary concerns. Riya presented a set of matched-pair cases showing that two defendants with similar facts but different zip codes received wildly different recommendations. The audience could see the numbers and the faces behind them.

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Madhav argues that the police are suffering from "confirmation bias," having ignored other potential suspects once they decided Mukul was the killer. ⚖️ Cast & Key Info Rohan Sippy Madhav Mishra: Pankaj Tripathi Avantika Ahuja: Swastika Mukherjee Mukul Ahuja: Aaditya Gupta Prosecutor Lekha: Shweta Basu Prasad 📺 How to Watch Legally Criminal Justice: Adhura Sach safely and in the best quality: Stream all episodes on Disney+ Hotstar Available on Hotstar US (depending on your region's licensing). Free Options: often allows users to watch the first episode for free to sample the series. JioHotstar Safety Note: The audience could see the numbers and the faces behind them

," focuses on Advocate Madhav Mishra’s battle to prove that the police prematurely targeted Mukul Ahuja for the murder of his step-sister, Zara. Episode 5: "Confirmation Bias" Summary ⚖️ Cast & Key Info Rohan Sippy Madhav