How Xenocognitive is Empowering a New Era of Market Participation
By: bitcoin ethereum news|2025/05/16 02:45:04
0
Share
Just a decade ago, human brokers could be seen screaming at their computer screens or into their mobile phones in any bustling trading room. However, today, things are much different, with AI-driven ‘autonomous agents’ quietly but decisively monitoring markets through the night, executing trades in milliseconds, and optimizing portfolios with unblinking precision. To put things into numerical context, within the U.S. equities market alone, an estimated 60–73% of all trading volume is driven by algorithmic strategies, and in the massive foreign exchange market, over 90% of trades are now executed electronically or via algorithms rather than human dealers. From the outside looking in, such exponential growth can be attributed to the fact that these autonomous systems can scrutinize countless data points – prices, news, economic indicators – and act in microseconds, seizing opportunities or hedging risks faster than any human. Perhaps more importantly, unlike human traders, they never sleep, reacting to late-night volatility or dawn-breaking news in real time. By eliminating emotional bias and sticking to predefined strategies, these agents can enhance risk management and consistency in returns. Also, contrary to what many may believe, this trend isn’t confined to Wall Street’s quants as everyday investors too are embracing automation through robo-advisors and AI-guided funds. In the U.S., assets managed by automated investment platforms ballooned from about $200 billion in 2018 to nearly $1.1 trillion by 2024, a surge of over 400%. A transition to be studied The implications of this shift toward AI tech seem to be profound, as for retail investors, autonomous agents have provided access to strategies once reserved for elite, high-value funds. Imagine an agent allocating an individual’s savings across dozens of platforms to maximize their yield, all while they sleep. For institutional players, agent-driven finance has changed the talent and operational model as most hedge funds and banks today are already heavily dependent on AI for an edge, with some trading desks now being rows of servers overseen by a handful of quants. The shift has enabled institutions to handle larger portfolios with greater efficiency, with one World Economic Forum report noting that “Agentic AI” has revolutionized the realm of financial services, bringing great efficiency while also demanding new governance to address volatility and accountability. Furthermore, amidst this growth, the notion of “Xenocognitive Finance” has emerged. In essence, it describes financial systems that are capable of transcending human cognitive limits while preserving user control. One pioneer in this space has been Giza, whose vision is framed around the creation/deployment of high-quality user-centric autonomous agents. Giza’s approach recognizes that decentralization needn’t come at the price of unbearable complexity. Instead, it introduces AI agents as a trust-minimized interface – a way to absorb complexity on behalf of users without re-centralizing power. A pioneering approach to autonomous finance In contrast to earlier automation tools that were either centralized or too simplistic, Giza emphasizes both sophistication and decentralization. To achieve this, Giza has developed a modular infrastructure with three key layers working in concert. First is the Semantic Abstraction Layer, which acts as a translation engine between human financial intent, AI reasoning, and blockchain execution. Next is the Smart Account (Agent Authorization) Layer, which is all about secure control. Giza employs a smart account infrastructure (following the new ERC-7579 standard) that gives the agent limited, programmable permissions to act, without ever handing over the ownership of funds. For example, a user can authorize an agent to perform only specific actions, like shifting funds between certain lending pools, with strict limits. These permissions are time-bound and scoped, enforced by the smart contract wallet itself. Crucially, the agent’s keys cannot withdraw funds to an external account; they can only execute within the allowed parameters. Finally, there’s the Decentralized Execution Layer, which provides the trustless backbone for running these agents at scale. Specifically, it integrates with EigenLayer’s restaking framework – an innovative system where independent operators stake tokens as collateral to perform computations and uphold network tasks. If they deviate or act maliciously, they stand to lose their collateral. In this broader context, one can see that Giza’s flagship autonomous agent, known as ARMA, has executed 100,000+ autonomous financial transactions, delivering a positive P&L on every realized trade. Furthermore, over April, ARMA agents delivered an APR of 8.3% on their stablecoin investments. Recent metrics associated with ARMA (source: X) The implications are huge! The broader significance of offerings like Giza’s ARMA is hard to ignore. Suppose one agent can manage stablecoins so effectively. In that case, the door opens to a whole ecosystem of specialized agents (such as trading, asset allocation, risk management, and each tirelessly working for its users). Giza’s pioneering work in Xenocognitive demonstrates that the traders of tomorrow might not be humans yelling “buy!” or “sell!” but relatively secure AI agents carrying out the intent of their operators, quietly optimizing in the background, and fundamentally reshaping finance from the ground up. Source: https://zycrypto.com/how-xenocognitive-is-empowering-a-new-era-of-market-participation/
You may also like

Oracle "Outage": Aave Faces $27 Million Irregular Liquidation
The guardian has turned into the reaper. An internal configuration mistake caused the largest DeFi lending protocol to **accidentally** liquidate 34 accounts.

A single tweet caused a 17% crash in oil prices, who's not a Meme yet
From the Petrodollar to the Meme Era: Why a Single Tweet Tanked Global Oil Prices

March 11th Market Key Intelligence, How Much Did You Miss?
1. On-chain Fund: $47.1M inflow to Hyperliquid today; $75.4M outflow from Ethereum
2. Largest Price Swings: $XAI, $BTW
3. Top News: G7 Pre-Summit Pledge to "Principally Support Strategic Crude Oil Reserve Use"; Four Whales Open Large Short Positions Against Crude Oil Today

Benefit-Loaded Event | With over 500 sign-ups, how else can this Lobster Tug-of-War Extravaganza be spiced up?
Sign Up Now!

a16z’s Brutal Lesson to Crypto Founders: Why Enterprises Don’t Buy the Best Technology?
If your product is "obviously better" but still can't win, the gap lies not in performance, but in product-market fit.

The rivers and lakes are no more, Li Lin returns
We no longer need a larger exchange or more complex financial products; we hope to see more individuals like Li Lin in the industry, who can drive innovations that truly open up boundaries for the industry.

Earn Up to 300% APR With WEEX Auto Earn: Limited-Time Crypto Passive Income Event
Earn up to 300% APR with WEEX Auto Earn in this limited-time crypto earning campaign. Activate Auto Earn, invite friends, and unlock additional referral crypto rewards before March 25.

BitsLab Deep Production: Nanobot User Security Practice Guide
BitsLab releases AI Agent Security Guidelines: Through a three-pronged strategy of "User Review + Agent Awareness + Script Hard Interception," a zero-trust security defense line is established to prevent prompt injection and sensitive data leakage risks.

What are the common traits of people who founded a $5 Billion+ company before the age of 23?
Trauma, Neurodiversity, Cross-Domain Skills. These characteristics, which may appear as "flaws" on a traditional resume, could instead be the most important signals

Why Hasn't $160 Billion Stripe Gone Public?
The Rise of Private Placements, with Companies like Stripe Rewriting Fundraising Logic.

All the AI News You Need to Know is Here, Lyrical Officially Launches AI News Feed
Users can access key information in real time without switching pages

Bitwise: Why Bitcoin Is Destined to Impact a Million Dollars?
When people talk about Bitcoin, they often overlook one key thing.

Amid Geopolitical Turmoil, Tokenized Gold Emerges Alongside Round-the-Clock On-Chain Markets
When the stock market is closed, the on-chain becomes the sole trading and pricing outlet.

Who Longs War on Polymarket?
The Rug Pull War rages on, with the potential to earn up to 4x gains on your bet

4 AI Trading Strategy Lessons from WEEX Hackathon Finalist
Finalist Bambi shares how AI tools helped turn real trading experience into an automated strategy, why survival-first risk control shaped the system’s design, and how the approach will evolve ahead of WEEX AI Trading Hackathon Season 2.

Hong Kong Crypto Ecosystem 2.0: Stablecoins, RWA, and the New Battleground for Financial Institutions
Hong Kong is no longer just a bystander in the cryptocurrency industry, but may become the core hub of the compliant cryptocurrency market in the Chinese-speaking world and even the entire Asia-Pacific region.

Polymarket Arbitrage Bible: The Real Gap is in the Mathematical Infrastructure
While retail investors are still engaged in simple probability addition, top quantitative teams are systematically harvesting millions of dollars in arbitrage profits on Polymarket using hardcore mathematical infrastructure such as integer programming and Bregman projections.

Crypto Barbarians Jupiter Series: Still Owes the Market an Answer
This entrepreneurial team from Singapore and Malaysia has indeed demonstrated its product execution capabilities to the market over the past three years, but they have also fully arbitraged every regulatory gray area with their business logic.
Oracle "Outage": Aave Faces $27 Million Irregular Liquidation
The guardian has turned into the reaper. An internal configuration mistake caused the largest DeFi lending protocol to **accidentally** liquidate 34 accounts.
A single tweet caused a 17% crash in oil prices, who's not a Meme yet
From the Petrodollar to the Meme Era: Why a Single Tweet Tanked Global Oil Prices
March 11th Market Key Intelligence, How Much Did You Miss?
1. On-chain Fund: $47.1M inflow to Hyperliquid today; $75.4M outflow from Ethereum
2. Largest Price Swings: $XAI, $BTW
3. Top News: G7 Pre-Summit Pledge to "Principally Support Strategic Crude Oil Reserve Use"; Four Whales Open Large Short Positions Against Crude Oil Today
Benefit-Loaded Event | With over 500 sign-ups, how else can this Lobster Tug-of-War Extravaganza be spiced up?
Sign Up Now!
a16z’s Brutal Lesson to Crypto Founders: Why Enterprises Don’t Buy the Best Technology?
If your product is "obviously better" but still can't win, the gap lies not in performance, but in product-market fit.
The rivers and lakes are no more, Li Lin returns
We no longer need a larger exchange or more complex financial products; we hope to see more individuals like Li Lin in the industry, who can drive innovations that truly open up boundaries for the industry.