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Anthropic’s Claude Watermarking Sparks Debate Over AI Use At Work And In Education

Anthropic has begun watermarking content generated by Claude, adding invisible code that allows AI-generated material to be identified by computer systems.

The move is part of the company’s effort to comply with the European Union’s AI Act Transparency Code, which requires AI-generated or AI-edited content to carry machine-readable indications. While regulators have welcomed greater transparency, some Claude users have raised concerns about the potential impact at work and in education.

Users Question Who Could Be Affected

Reddit discussions have focused on whether watermarking could expose people who use Claude for tasks such as reorganising text, summarising documents or finding alternative wording.

Critics argue that users could be identified even when AI played only a supporting role. Others have pushed back, saying the issue arises mainly when people present AI-generated material as entirely their own.

Some users have also questioned whether watermarking amounts to Anthropic taking credit for their work, arguing that they provide the instructions, context and revisions while Claude simply acts as a tool.

Supporters counter that the technology is not about ownership but about identifying AI-generated material when its use could have important consequences.

Transparency Vs Privacy

Not all criticism centres on people trying to hide their use of AI. Some users have questioned the broader principle of watermarking, pointing to the irony of requiring attribution for AI-generated content when leading models were trained on large amounts of human-created material.

Despite these concerns, many Reddit users support watermarking as a practical way to distinguish AI-generated content from human work.

At the heart of the debate is a broader question for generative AI: as these tools become part of everyday work and education, how much responsibility should users have to disclose when they rely on them?

$250 Million VideoVerse Deal Unravels Amid Fraud Allegations

What began as a major success for India’s startup ecosystem has turned into a complex legal dispute less than a year after VideoVerse was acquired for $250 million.

The deal was announced in September 2025 by VideoVerse and international sports publisher Minute Media. VideoVerse had developed AI-powered software for turning sports broadcasts into short clips, with plans to expand the technology internationally.

The deal has since unravelled. Investors are still waiting for proceeds, while founder Vinayak Shrivastav faces multiple legal claims. In May, Minute Media terminated its agreement with VideoVerse, citing “significant discrepancies” in the company’s representations.

Investors Seek Millions

Bluestone Capital, which backed VideoVerse in 2023, is suing the company for fraud and alleges that it failed to distribute acquisition proceeds as required.

Another creditor is seeking $64 million from a loan Shrivastav took out shortly after the acquisition. The complaint alleges that fraudulent merger documents were used to secure shareholder approval.

Former COO Sabya Das has separately accused Shrivastav of forging his signature on loan and share-repurchase agreements that allegedly resulted in tens of millions of dollars being extracted from the company.

The allegations have not been proven in court, and Shrivastav did not respond to requests for comment.

Loan Raises Further Questions

In October 2025, Shrivastav arranged a $55 million structured loan from investment firm Lingotto. According to court filings, $53 million was transferred to an account controlled by VideoVerse.

Lingotto now alleges that documents supporting the loan were forged, including papers supposedly signed by Minute Media’s CEO, while screenshots showing company bank balances were also allegedly fabricated.

After a $4 million payment due in March was missed, Lingotto demanded repayment and discovered other creditors were also awaiting payments. Shrivastav was removed as CEO by the end of April.

From AI Startup To Legal Dispute

VideoVerse had built a strong position in automated sports content through its Magnifi platform, which uses AI to identify key moments and players and create short-form clips. Its customers included the Indian Premier League, FIFA+ and Nippon TV.

Minute Media had hoped to use the technology to expand internationally. Instead, the acquisition has triggered multiple legal battles over missing funds, disputed agreements and the conduct of the company’s leadership.

Cases involving Minute Media, Lingotto, Bluestone Capital and former executives are now being heard in Delaware Chancery Court, leaving investors and creditors seeking answers about what happened to the money and whether the $250 million deal received adequate due diligence.

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