Go to the list of all blogs
Sergey Savastiouk's Avatar
published in Blogs
Jul 16, 2025
15-Minute ML AI Agent with Inverse ETF Strategy Beats 60-Minute Model, Delivering 43–110% Returns

15-Minute ML AI Agent with Inverse ETF Strategy Beats 60-Minute Model, Delivering 43–110% Returns

As AI continues to transform financial trading, Tickeron’s evolution of its Financial Learning Models (FLMs) demonstrates how intelligent design, faster machine learning cycles, and hedging tools can dramatically improve trading performance. A comparison between two NVIDIA-focused AI Agents illustrates this breakthrough:

  • AI Agent #1: A 60-minute ML strategy focused solely on NVDA
     
  • AI Agent #2: A 15-minute ML strategy using both NVDA and SOXS (an inverse ETF)
     

The result? A leap from 43% to 110% annualized return—proving the power of shorter time frames and strategic hedging.

 

AI Agent #1: 60-Minute NVDA Trading Bot

Annualized Return: 43%


https://tickeron.com/bot-trading/1552-NVDA-Trading-Results-AI-Trading-Agent-60-min/

 

Overview:

This bot focuses exclusively on NVDA, a tech giant and pioneer in GPU-accelerated computing, dominating markets like gaming, data centers, AI, and autonomous vehicles. Designed with simplicity for beginners, it operates on intraday (H1, H4) timeframes with daily filters for exits.

Key Features:

  • ML Time Frame: 60 minutes
     
  • Technical Basis: FLMs for pattern detection and predictive analytics
     
  • Execution Style: Swing trading
     
  • Max Open Positions: 5–10
     
  • Volatility Adaptation: Medium
     
  • Universe Diversification Score: Low
     

Pros:

  • Stable, consistent entry signals
     
  • Beginner-friendly interface
     
  • Reduced noise through daily timeframe filtering
     

Limitations:

  • Slower trade recognition
     
  • Exposed to one-directional risk (no hedging)
     
  • Less responsive in fast-moving markets

AI Agent #2: NVDA/SOXS 15-Minute Double Agent


Annualized Return: 110%

https://tickeron.com/bot-trading/3233-NVDA-SOXS-Trading-Results-AI-Trading-Double-Agent-15min/

Overview:

This upgraded agent utilizes a dual-ticker approach combining NVDA with SOXS, a 3x inverse ETF tracking the semiconductor sector. By integrating shorter ML intervals (15 minutes), the bot enhances entry precision while managing downside risk with a built-in hedge.

Key Features:

  • ML Time Frame: 15 minutes
     
  • Strategic Hedge: SOXS as inverse long
     
  • Pattern Recognition: High-frequency on M15
     
  • FLM Trend Validation: Daily timeframe filters
     
  • Execution Style: High-precision swing trading
     
  • Max Open Positions: Up to 10
     
  • Volatility Adaptation: High
     

Pros:

  • Faster recognition of market reversals
     
  • Greater return potential with inverse ETF integration
     
  • More adaptable in volatile and sideways markets
     
  • AI-enhanced precision via high-frequency data processing
     

Why SOXS Works:

SOXS, the Direxion Daily Semiconductor Bear 3X Shares ETF, acts as a counterbalance to NVDA’s long positions. Inverse ETFs provide the ability to profit from downturns, reducing drawdowns and maximizing net returns when combined with predictive AI logic.

 

FLMs: The Core of Both Agents

Tickeron’s Financial Learning Models (FLMs) enable both bots to continuously scan and interpret large volumes of price, fundamental, and macroeconomic data. These models:

  • Identify patterns before they become visible to the human eye
     
  • Adapt to new information through continuous learning cycles
     
  • Offer robust trade validation across intraday and daily timeframes
     

The 15-minute model refines this capability even further, enabling higher-frequency insight into market fluctuations.

 

📈 Performance Summary

Feature

AI Agent #1 (NVDA Only, 60min)

AI Agent #2 (NVDA + SOXS, 15min)

ML Time Frame

60 minutes

15 minutes

Annualized Return

43%

110%

Hedging Capability

None

Yes (via SOXS)

Entry Precision

Moderate

High

Volatility Resilience

Medium

High

Max Open Positions

5–10

Up to 10

Strategy Type

Long-only

Long + Inverse ETF

 

🧠 Conclusion: Why the 15-Minute ML Strategy Wins

Tickeron’s 15-minute AI Trading Agent proves that speed, precision, and diversification through inverse ETFs can dramatically enhance returns. By integrating SOXS to hedge NVDA exposure and leveraging high-frequency ML analytics, the Double Agent Bot has effectively more than doubled the return compared to its 60-minute predecessor.

For traders seeking greater upside with intelligent risk mitigation, this marks the next generation of AI-powered, pattern-based trading.

➡️ Explore the NVDA/SOXS Double Agent Bot today at https://tickeron.com/bot-trading/ 

Disclaimers and Limitations

Related Ticker: NVDA, SOXS

NVDA in +3.70% Uptrend, rising for three consecutive days on June 15, 2026

Moving higher for three straight days is viewed as a bullish sign. Keep an eye on this stock for future growth. Considering data from situations where NVDA advanced for three days, in of 363 cases, the price rose further within the following month. The odds of a continued upward trend are .

Price Prediction Chart

Technical Analysis (Indicators)

Bullish Trend Analysis

The Stochastic Oscillator suggests the stock price trend may be in a reversal from a downward trend to an upward trend. of 55 cases where NVDA's Stochastic Oscillator exited the oversold zone resulted in an increase in price. Tickeron's analysis proposes that the odds of a continued upward trend are .

NVDA may jump back above the lower band and head toward the middle band. Traders may consider buying the stock or exploring call options.

Bearish Trend Analysis

The Momentum Indicator moved below the 0 level on June 23, 2026. You may want to consider selling the stock, shorting the stock, or exploring put options on NVDA as a result. In of 79 cases where the Momentum Indicator fell below 0, the stock fell further within the subsequent month. The odds of a continued downward trend are .

NVDA moved below its 50-day moving average on June 22, 2026 date and that indicates a change from an upward trend to a downward trend.

The 10-day moving average for NVDA crossed bearishly below the 50-day moving average on June 17, 2026. This indicates that the trend has shifted lower and could be considered a sell signal. In of 18 past instances when the 10-day crossed below the 50-day, the stock continued to move higher over the following month. The odds of a continued downward trend are .

Following a 3-day decline, the stock is projected to fall further. Considering past instances where NVDA declined for three days, the price rose further in of 62 cases within the following month. The odds of a continued downward trend are .

The Aroon Indicator for NVDA entered a downward trend on July 08, 2026. This could indicate a strong downward move is ahead for the stock. Traders may want to consider selling the stock or buying put options.

Fundamental Analysis (Ratings)

The Tickeron Profit vs. Risk Rating rating for this company is (best 1 - 100 worst), indicating low risk on high returns. The average Profit vs. Risk Rating rating for the industry is 68, placing this stock better than average.

The Tickeron SMR rating for this company is (best 1 - 100 worst), indicating very strong sales and a profitable business model. SMR (Sales, Margin, Return on Equity) rating is based on comparative analysis of weighted Sales, Income Margin and Return on Equity values compared against S&P 500 index constituents. The weighted SMR value is a proprietary formula developed by Tickeron and represents an overall profitability measure for a stock.

The Tickeron Price Growth Rating for this company is (best 1 - 100 worst), indicating fairly steady price growth. NVDA’s price grows at a lower rate over the last 12 months as compared to S&P 500 index constituents.

The Tickeron Valuation Rating of (best 1 - 100 worst) indicates that the company is slightly overvalued in the industry. This rating compares market capitalization estimated by our proprietary formula with the current market capitalization. This rating is based on the following metrics, as compared to industry averages: P/B Ratio (25.316) is normal, around the industry mean (17.821). P/E Ratio (31.259) is within average values for comparable stocks, (246.442). Projected Growth (PEG Ratio) (0.628) is also within normal values, averaging (1.739). Dividend Yield (0.001) settles around the average of (0.014) among similar stocks. P/S Ratio (19.685) is also within normal values, averaging (48.409).

The Tickeron PE Growth Rating for this company is (best 1 - 100 worst), pointing to worse than average earnings growth. The PE Growth rating is based on a comparative analysis of stock PE ratio increase over the last 12 months compared against S&P 500 index constituents.

Notable companies

The most notable companies in this group are NVIDIA Corp (NASDAQ:NVDA), Taiwan Semiconductor Manufacturing Company Ltd (NYSE:TSM), Broadcom Inc. (NASDAQ:AVGO), Micron Technology (NASDAQ:MU), Advanced Micro Devices (NASDAQ:AMD), Intel Corp (NASDAQ:INTC), Texas Instruments (NASDAQ:TXN), Marvell Technology (NASDAQ:MRVL), QUALCOMM (NASDAQ:QCOM), Analog Devices (NASDAQ:ADI).

Industry description

The semiconductor industry manufacturers all chip-related products, including research and development. These chips are used in innumerable electronic devices, including computers, cell phones, smartphones, and GPSs. Intel Corporation, NVIDIA Corp., and Broadcomm are some of the prominent players in this industry. Semiconductor companies usually tend to do well during periods of healthy economic growth, thereby inducing further research and development in the industry – which in turn augurs well for productivity and growth in the economy. In the near future, demand for semiconductor products (and possibly innovation within the segment) should only expand further, with the proliferation of 5G, autonomous vehicles, IoT, and various AI-driven electronics set to herald a new, advanced chapter in the technology-driven world as we know it. With burgeoning prospects comes great competition. In 2015, SIA estimated that U.S. semiconductor industry ranks as the second most competitive U.S. industry out of 2882 U.S. industries designated manufacturers by the U.S. Census Bureau.

Market Cap

The average market capitalization across the Semiconductors Industry is 188.37B. The market cap for tickers in the group ranges from 13.43K to 4.94T. NVDA holds the highest valuation in this group at 4.94T. The lowest valued company is CYBL at 13.43K.

High and low price notable news

The average weekly price growth across all stocks in the Semiconductors Industry was 4%. For the same Industry, the average monthly price growth was -1%, and the average quarterly price growth was 68%. ICG experienced the highest price growth at 35%, while AIP experienced the biggest fall at -29%.

Volume

The average weekly volume growth across all stocks in the Semiconductors Industry was -6%. For the same stocks of the Industry, the average monthly volume growth was -50% and the average quarterly volume growth was -39%

Fundamental Analysis Ratings

The average fundamental analysis ratings, where 1 is best and 100 is worst, are as follows

Valuation Rating: 61
P/E Growth Rating: 48
Price Growth Rating: 42
SMR Rating: 76
Profit Risk Rating: 67
Seasonality Score: -17 (-100 ... +100)
View a ticker or compare two or three
NVDA
Daily Signal:
Gain/Loss:
Interact to see
Advertisement
A.I.Advisor
published price charts
Last 5 trading days
A.I. Advisor
published General Information

General Information

a manufacturer of computer graphics processors, chipsets, and related multimedia software

Industry Semiconductors

Profile
Details
Industry
Semiconductors
Address
2788 San Tomas Expressway
Phone
+1 408 486-2000
Employees
42000
Web
https://www.nvidia.com
Interact to see
Advertisement
Aon plc (AON) reported third-quarter 2025 revenue of $3.997 billion, representing a 7% year-over-year increase with equal organic growth. Adjusted earnings per share came in at $3.05, exceeding expectations. In late November, Moody’s reaffirmed Aon’s Baa2 credit rating and revised the outlook to positive, citing reduced leverage following the NFP acquisition.
Air Products and Chemicals, Inc. (APD) entered the spotlight after announcing advanced discussions with Yara International on December 8 to collaborate on low-emission ammonia projects. While the strategic direction aligns with global decarbonization trends, uncertainty around execution and capital requirements triggered a 9.45% one-day decline in the stock.
Lockheed Martin and RTX Corporation are two of the most prominent names in the aerospace and defense industry, both positioned to benefit from heightened global security concerns and sustained U.S. military spending.
As 2025 winds down, the Savings Banks sector reflects a mix of stability, innovation, and AI-driven disruption. Among the most closely watched tickers—SOFI Technologies (SOFI), Ally Financial (ALLY), and PayPal Holdings (PYPL)—investors have witnessed contrasting stories of growth, valuation, and market perception.
Ondas Holdings (ONDS) is a wireless technology company focused on delivering secure, long-range communications for industrial Internet of Things (IoT) and data networking applications. Its solutions are built to support mission-critical operations across sectors such as rail, energy, maritime, infrastructure, and industrial automation.
Ciena’s growth is driven by expanding offerings in optical networking, network automation software, and 5G transport infrastructure, complemented by services designed to help customers modernize and future-proof their networks. Its evolving technology portfolio addresses the rising complexity, speed, and reliability requirements of today’s communications environment.
Marathon Digital Holdings (MARA) and Riot Platforms (RIOT) are two leading companies in the Bitcoin mining industry, each operating energy-intensive infrastructure to capitalize on cryptocurrency market cycles. This comparison is especially relevant amid ongoing Bitcoin price volatility and growing interest in digital assets and AI-related infrastructure.
Roivant Sciences has delivered strong year-to-date performance, with shares up roughly 82%, driven by encouraging pipeline developments and increased investment in high-potential subsidiaries such as Immunovant.
MP Materials Corp. (MP) and USA Rare Earth, Inc. (USAR) are central to the United States’ push to establish a secure, domestic supply of rare earth elements—materials critical to electric vehicles, renewable energy, and defense technologies. As geopolitical tensions and supply chain vulnerabilities intensify, these two companies offer distinct approaches to addressing U.S. dependence on foreign sources.
The Invesco QQQ Trust (NASDAQ: QQQ) remains one of the most closely followed ETFs worldwide, offering investors direct exposure to the NASDAQ-100 Index®. In the most recent data, QQQ has gained a notable +20.16% year-to-date, even as markets experienced bouts of elevated volatility.
Sidus Space has expanded its portfolio in 2025, focusing on satellite missions and supporting technologies to enhance space infrastructure. Key product advancements include the LizzieSat platforms, with multiple units progressing in design and manufacturing. LizzieSat-3 is set for launch no earlier than Q1 2025, building on prior missions to boost data capabilities for clients in Earth observation and communication.
As 2025 comes to a close, Dingdong (Cayman) Limited (DDL) continues to strengthen its position in China’s competitive fresh grocery e-commerce market. Operating from Shanghai, the company focuses on high-quality fresh produce, ready-to-eat meals, and daily essentials delivered directly to consumers. Throughout the year, Dingdong emphasized private-label expansion, supply-chain optimization, and fulfillment network growth—initiatives that supported improving quarterly performance and positioned the company for sustained momentum.
Pioneer Power's 2025 highlights include the expansion of its mobile power and charging footprint with new orders and partnerships; the launch of a new suite of e-Boost solutions for off-grid EV charging; the rebranding of HomeBoost as PowerCore with events in December; the introduction of PRYMUS in December; and a new five-year contract for network transformers with a regional utility provider.
An AI-driven comparison between Palantir (PLTR) and Oracle (ORCL) points to Palantir as the more compelling investment heading into 2026. The analysis highlights PLTR’s AI-native platforms, which enable real-time, data-driven decision-making across fast-growing sectors such as government, defense, and enterprise analytics.
An AI-driven comparison between D-Wave Quantum (QBTS) and IonQ (IONQ) points to IonQ as the stronger opportunity heading into 2026. The analysis highlights IONQ’s gate-based, trapped-ion quantum architecture, which supports a wide range of algorithms and positions the company for broader adoption across AI, simulation, and cryptography.
An AI-driven comparison of Rigetti Computing (RGTI) and D-Wave Quantum (QBTS) points to Rigetti as the more compelling opportunity heading into 2026. The analysis highlights RGTI’s gate-based quantum architecture, which supports universal quantum computing and a wide range of complex algorithms. While D-Wave remains a leader in quantum annealing for optimization problems, Rigetti’s full-stack, gate-based approach offers greater scalability and broader long-term applications.
An AI-driven comparison of Rigetti Computing (RGTI) and TeraWulf (WULF) points to TeraWulf as the more attractive investment heading into 2026. The analysis emphasizes WULF’s large-scale digital infrastructure supporting Bitcoin mining and high-performance computing (HPC), which generates immediate revenue in expanding digital asset and AI-driven markets.
An AI-driven comparison between Rocket Lab USA (RKLB) and Planet Labs (PL) identifies Rocket Lab as the more compelling investment heading into 2026. The analysis highlights RKLB’s vertically integrated space services and consistent launch performance, which position the company to benefit from rising demand for satellite deployment and space infrastructure.
An AI-driven comparison of Tempus AI (TEM) and Doximity (DOCS) points to Tempus AI as the more compelling investment opportunity heading into 2026. The analysis highlights TEM’s AI-powered precision medicine platform, which applies advanced analytics and genomic data to transform diagnostics and treatment in oncology and cardiology.