How Tekton All Caps Outperformed the S&P 500 by 17.1 Percentage Points in the First Quarter of 2026
- Roberto Ventura
- May 6
- 2 min read
Updated: May 8
In the first quarter of 2026, the S&P 500 declined by -4.6%
During the same period, the Tekton AI-Enhanced All Caps Strategy delivered a +12.5% return.
This difference did not come from prediction — but from adaptation.

The Edge: AI-Driven Adaptation
The strategy is powered by AI agents trained using Deep Reinforcement Learning (DRL).
These agents do not attempt to predict the market. Instead, they continuously learn to identify patterns in price behavior and fundamentals, dynamically adjusting portfolio allocation to maximize returns over time.
In practice, the strategy:
monitors fundamental indicators and asset price movements
continuously adjusts portfolio allocations
identifies emerging trends and increases exposure where returns are concentrating
Where the Returns Came From: The Energy Case
During the quarter, the agents identified a clear shift in the energy sector well before the beginning of the Iran war.
Assets such as Equinor (EQNR), Petrobras (PBR), and Golar LNG (GLNG) began showing consistent relative strength amid a declining market. Both movements — the rally in energy assets and the broader market decline — were strongly influenced by geopolitical factors, particularly the Iran conflict and the closure of the Strait of Hormuz. Even without analyzing news flows, relying exclusively on structured fundamental and price data, Tekton’s AI agents were able to capture this market shift.

The strategy increased exposure to these assets — and maintained positions while the regime remained active. This group of positions accounted for approximately 29% of the portfolio’s performance during the period.
Conclusion
The central point is not predicting the market, but building a process capable of systematically adapting to it.
Learn more about our DRL methodology and Tekton Approach.
Learn more about the Tekton AI-Enhanced All Caps Strategy
Disclosure
This material is provided for informational purposes only and does not constitute investment advice, an offer, or a solicitation to buy or sell any security.
The performance presented reflects historical results and is shown for illustrative purposes only. Past performance does not guarantee future results.
Investment strategies involve risk, including possible loss of principal. References to specific securities are intended solely to illustrate portfolio positioning and should not be interpreted as investment recommendations.
Tekton’s AI-driven strategies rely on quantitative models and data-driven processes that may behave differently under varying market conditions.


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