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    <title>Any attempt to defame CAS by manipulation will be dealt with sternly, warns Sebi&#039;s Pandey</title>
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    <description>Closing auction session (CAS) improves transparency and reduces manipulation in end-of-trading price formation by pooling buy and sell orders during a designated closing window for auction-style matching. Manipulation intended to undermine CAS is subject to prompt and stringent action, supported by enhanced monitoring. Responsible use of artificial intelligence and machine learning requires tiered accountability and governance, including kill-switch, human-in-the-loop and data controls. Regulated entities remain responsible for privacy, security and integrity of investor data used by every AI tool they deploy.</description>
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