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In unfamiliar market conditions, historical data-driven AI trading bots will falter

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In unfamiliar market conditions, historical data-driven AI trading bots will falter

Today’s AI trading bots are based on a limited amount of historical data which means totally unfamiliar market events like the 10/10 liquidations or even last week’s severe selloffs will leave agentic trading models short of the mark.

These historical data-driven AI models have never seen huge liquidations on a single day and would find this “very unfamiliar” said Bitget CEO Gracy Chen on a panel about agentic trading bots at Consensus Hong Kong 2026. As such human intervention is needed.

“As an exchange, we don’t plan to build our own LLM [large language model]. But trading bots are a big thing,” Chen said. “Current AI bots are a bit like an intern: faster, cheaper but needs a little supervision.”

However, further down the line this will be more like a “full employee,” and in 3-5 years AI can replace a lot of us, Chen said.

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These are sentiments heard regularly in the algorithmic trading world when it comes to AI.

While complex LLM and machine learning trading technology is improving at a rapid clip, there are still plenty of people who think a human overlay is an essential part of the process – particularly in situations like the severe volatility that recently gripped crypto markets.

Joining Chen on the panel, Saad Naj, founder and CEO of agentic trading startup PiP World agreed the tech is in its infancy and that comes with risk. But he pointed out that 90% of day traders and retail players lose money.

“As humans we are too emotional. We can’t compete with AI solutions,” Naj said.

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Crypto World

NYSE Owner ICE Invests In OKX At $25B To Expand Tokenized Stock Trading

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NYSE, Funding, United States, OKX, Tokenization

Intercontinental Exchange (ICE), the owner of the New York Stock Exchange (NYSE), has invested in crypto exchange OKX at a $25 billion valuation and will take a seat on the company’s board, according to a Thursday announcement.

ICE has invested an undisclosed amount in OKX as part of its push into blockchain technology and tokenized stocks, the announcement said.

OKX will provide ICE with a live price feed of crypto assets listed on its platform. OKX will also provide access to ICE’s US futures and NYSE tokenized equities markets to its customer base of about 120 million accounts. The integration is expected to roll out in the second half of 2026.

Haider Rafique, global managing partner at OKX, said the two companies shared a strong strategic alignment in their vision for tokenization and traditional finance (TradFi).

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“There was great chemistry in how we looked at the world and the future of tokenized securities, how derivatives should make it to the global stage, how TradFi [and] digital assets should merge together,” Rafique said.

A new chapter for OKX in the US

OKX CEO Star Xu took to X to say the investment is “not an endpoint” but rather the beginning of a deeper collaboration.

He highlighted the partnership’s impact on the exchange’s approach to the US, noting that the company views its presence in the country as a “blank sheet of paper.”

The move comes nearly a year after OKX reentered the US in April 2025, along with the appointment of former Barclays director Roshan Robert as its US CEO.

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NYSE, Funding, United States, OKX, Tokenization
Source: Star Xu

The collaboration with ICE is an “opportunity to build thoughtfully, engage constructively with regulators and institutions, and contribute to the development of market infrastructure that meets the standards of the world’s most sophisticated capital markets,” Xu said.

Related: TD Securities sees NYSE tokenization as institutional turning point

ICE’s investment in OKX is the latest move by the company into the crypto industry. In January, ICE said that it was developing its own blockchain-based trading infrastructure for tokenized securities.

In November 2025, the stock exchange announced plans to invest $2 billion into the prediction market platform Polymarket in a deal valuing the startup at $9 billion. One of the world’s largest prediction marketplaces, Polymarket has faced mounting scrutiny for alleged insider trading.

OKX did not respond to Cointelegraph’s request to comment.

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