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Effective October 14, 2026 · read before using the research

Risk and performance disclosure

The short version

Results are per option contract, entry to exit, from exchange prices for the contract called; where an entry print was not archived, the result is set by TQQQ's real close and labelled so. They are not any member's account and do not include fees, spreads, taxes or missed fills. Signals published from 2026-09-04 carry a timestamped Discord message id. Past results do not predict future results.

HYPOTHETICAL OR SIMULATED PERFORMANCE RESULTS HAVE CERTAIN LIMITATIONS. UNLIKE AN ACTUAL PERFORMANCE RECORD, SIMULATED RESULTS DO NOT REPRESENT ACTUAL TRADING. ALSO, SINCE THE TRADES HAVE NOT BEEN EXECUTED, THE RESULTS MAY HAVE UNDER- OR OVER-COMPENSATED FOR THE IMPACT, IF ANY, OF CERTAIN MARKET FACTORS, SUCH AS LACK OF LIQUIDITY. SIMULATED TRADING PROGRAMS IN GENERAL ARE ALSO SUBJECT TO THE FACT THAT THEY ARE DESIGNED WITH THE BENEFIT OF HINDSIGHT. NO REPRESENTATION IS BEING MADE THAT ANY ACCOUNT WILL OR IS LIKELY TO ACHIEVE PROFITS OR LOSSES SIMILAR TO THOSE SHOWN.

Impersonal research, not individualized advice

Quant Paradise is not registered as an investment adviser or broker-dealer. Quant Paradise does not know a reader's objectives, finances, taxes, experience, holdings, or tolerance for loss. Content is not individualized advice, a brokerage service, account management, a fiduciary undertaking, or a guarantee. A specific ticker, contract, price, target, or timing reference does not make an instrument suitable for you.

TQQQ and leveraged ETF risk

TQQQ seeks three times the Nasdaq-100's daily result before fees and expenses. It does not seek three times the benchmark over periods longer than one day. Daily reset, compounding, volatility, financing, derivatives, and expenses can produce material divergence from three times the index's cumulative return. Losses and volatility are magnified, and the fund can lose substantial value quickly.

Options risk

Options involve risk and are not suitable for every investor. A long option can lose its entire premium. Short-dated contracts can change value rapidly because of the underlying price, time decay, implied volatility, gamma, spreads, liquidity, events, and expiration. Exercise, assignment, settlement, and broker restrictions create additional risks; uncovered short options may create losses beyond the premium received.

Alert and timing risk

An alert is not a fill. Prices can move before a reader receives, opens, or acts on a message. Different brokers, account permissions, market conditions, order types, size, and latency can produce materially different results. Crowding can worsen fills. Never assume that a displayed price was available to every reader or at meaningful size.

Models and automation

Models can be wrong, overfit, delayed, unavailable, or based on incomplete or erroneous data. Automated text can contain errors. Correlated observations, small samples, changing regimes, selection bias, survivorship bias, parameter choice, and data revisions can make apparent precision unreliable. A regime label or probability is an estimate, not a fact.

Hypothetical and backtested performance

Hypothetical results do not represent actual trading. They can benefit from hindsight and may under- or over-compensate for liquidity, spreads, commissions, taxes, execution delay, unavailable contracts, sizing constraints, and the ability to withstand losses. Compounding can create unrealistic late-period position sizes. A backtest selected after examining data has additional overfitting risk. Any performance display should identify the sample period, model and exit version, data source, assumptions, costs, missing data, in-sample and out-of-sample treatment, drawdown, sample size, and whether results are gross or net.

Published records and testimonials

A timestamp proves publication timing only; it does not prove execution, size, exit, or account return. “Market-observed” means a reviewed market measurement, not that a user received it. “Modeled” means hypothetical. Founder trades and subscriber experiences must remain separate from the publication record. Testimonials and exceptional outcomes are not typical-result evidence and cannot substitute for a complete, consistently calculated record.

Market data and outages

Quotes and charts may be delayed, stale, incomplete, adjusted, or licensed for limited use. Verify current market information with your broker. Websites, APIs, email, Discord, exchanges, brokers, and internet service can fail without warning. Quant Paradise does not promise uninterrupted delivery.

Community risk

Discord members may post opinions, errors, promotions, impersonations, or scams. Community content is not vetted research unless clearly posted by an official Quant Paradise account. Never send money, credentials, brokerage access, or sensitive portfolio details to another member. Moderation reduces but cannot eliminate this risk.

Independent diligence

Read the TQQQ summary prospectus and the OCC options disclosure document. Verify all contract terms and prices with a licensed broker, consider qualified financial, legal, and tax professionals, and never risk money you cannot afford to lose.