Not investment advice
QuantAbundancia is a publisher of educational and research content about public markets, ETF flows, thematic investing, and quantitative strategies. Nothing on this website, in any newsletter, in any social-media post, in any livestream, or in any associated channel (free or paid) constitutes investment, legal, tax, or accounting advice.
We are not a registered investment adviser (RIA), broker-dealer, commodity trading advisor (CTA), commodity pool operator (CPO), financial planner, or fiduciary. We do not offer personalized investment advice. We do not manage money on behalf of clients. We do not have a legal duty to you under any securities-advice regulation.
Publisher status & no personalization
All content - free and paid - is impersonal, of general circulation, and not tailored to any individual's financial situation, risk tolerance, time horizon, or tax circumstances. We do not know who our readers are; we cannot, and do not, advise them.
We do not respond to direct messages, emails, or comments asking whether to buy, sell, or hold any security. Our standard reply to any such request is: "We publish research, not personalized advice - please review our disclosures and consult a licensed advisor familiar with your situation."
We do not offer copy-trading bridges, managed accounts, signal-to- broker auto-execution, or any service that would result in a subscriber's capital being deployed without their own independent decision.
Risk warning
Trading and investing in securities, ETFs, options, futures, and digital assets involves substantial risk of loss. You can lose some or all of your invested capital. Leveraged instruments amplify both gains and losses.
Past performance does not guarantee future results. Backtests, walk-forward results, simulated returns, and live bot performance shown on this site reflect specific historical periods and parameter choices. Real-world execution differs due to slippage, fees, fills, latency, market regime change, and operator error.
Before making any investment decision, do your own research and consult a licensed financial advisor familiar with your personal situation, risk tolerance, and tax circumstances.
Performance disclosures
Where we publish trading-strategy performance - for our own bots, for research-lab strategies, or in editorial comparisons - we aim to label each result clearly:
- Live- real capital, real fills, on a real exchange (OKX live, IBKR live). PnL reconciles to the broker's own statements; we treat broker statements as the source of truth, not our internal logs.
- Paper / demo - simulated fills against the live order book. No real capital at risk. Slippage, partial fills, and execution latency are not fully modelled.
- Backtest / walk-forward - hypothetical results computed by replaying a strategy against historical price data. No real or simulated orders were placed during these periods.
Hypothetical and backtest results have inherent limitations: they are computed with the benefit of hindsight, do not reflect actual trading, and may be sensitive to small parameter changes. Live results published here include trading fees and observed slippage but exclude broker financing, taxes, and time spent operating the system. Results are gross of any QuantAbundancia subscription fees.
Time periods, instruments, and parameter sets shown are specific to each result. They are not selected to optimize for attractiveness, but they are also not exhaustive. We may publish losing periods, failed strategies, and retired bots - see our editorial commitment to publishing failed validations under "Forward-looking statements" below.
Past performance does not guarantee future results. No representation is being made that any account, strategy, or subscriber will achieve profits or losses similar to those shown. Your results, if you replicate any strategy or rely on any research, will differ.
Methodology
Quantitative figures shown on the site - including residualized correlations, ETF flow estimates, walk-forward backtests, and bubble validation scores - are computed from public market data using the methods documented in our research pages and source code. Specifically:
- Residualized correlations regress each constituent's daily return on $SPY, then compute pairwise correlation of the residuals over a 252-trading-day rolling window.
- ETF net flow is estimated as AUMt − AUMt−1× (1 + daily return), to isolate creation/redemption flow from mark-to-market.
- Walk-forward strategy results split the available history into consecutive in-sample / out-of-sample blocks; only out-of-sample results are reported as "walk-forward."
Any single number is a model output, not a measurement. Models simplify reality. Cross-check anything you would act on.
What our content actually is
- Bubbles, themes, watchlists: structural maps of capital flow across the AI value chain. Editorial groupings - not portfolio recommendations.
- Correlations, ETF flows: empirical statistical observations from public price and holdings data. Useful as research input, not as buy/sell signals.
- Research Lab strategies: walk-forward-validated trading rules that we publish for transparency and educational value. Many fail forward-test. The goal is showing what survives rigor, not telling you what to trade.
- Trading bot performance: live or paper trading results from our own automated systems (OKX demo/live, IBKR paper). Shown for transparency. Your results will differ if you replicate.
- Today digest, alerts, news: data aggregation and filtering of public information. We highlight what we think is interesting; we are not telling you what to do.
AI research assistant
The on-site research assistant (the chart-entry chatbot) produces general, impersonal, educational analysis of publicly traded securities - the same ENTER / WAIT / PASS framework we publish editorially. It is free up to a daily limit, with a higher limit for Pro members.
It is not investment advice and not a personalized recommendation. Its output is uniform: the same question about the same ticker yields the same general read for every user. It does not know, ask for, or use your holdings, account size, goals, or risk tolerance, and it is built to refuse personalized requests.
It is AI-generated and may be wrong- it can misstate prices, levels, fundamentals, or events ("hallucinate"), and its underlying data may be stale or incomplete. Any strategy statistics it references are hypothetical or illustrative, not actual returns. Treat every output as a starting point for your own research, never a conclusion. We and our bots may hold positions in any security it discusses (see Conflicts of interest).
Pro channel & Bot Trades feed
The paid Pro tier includes a private Telegram channel carrying automated feeds: a daily digest, technical screeners (volatility, breakouts / 52-week, Fibonacci proximity, setup scans), regime-shift notes, and a Bot Trades feed. These are publications - not signals, not advice, and not personalized to any member.
The screener feeds are mechanical and impersonal: every Pro member sees the identical output at the same time. A ticker appearing in a scan is a description of a data condition (e.g. "near a Fibonacci level", "new 52-week high") - not an instruction to buy or sell it.
Bot Trades reports trades already executed by our own automated bots. By the time a trade appears in the feed, the publisher and its bots are already positioned - you are seeing a report of our activity after the fact, not a call to act alongside us. We may add to, reduce, or exit any of these positions at any time, without notice, and without posting the exit. This feed is transparency of what our systems do; it is not a recommendation, signal, or invitation to take the same position, and you should not assume you can transact at or near the bot's price.
Some bots trade crypto perpetual futures and other leveraged instruments. These are high-risk, can be liquidated in full, and are regulated differently from securities (in the US, as commodity derivatives). Nothing in the feed is an offer or solicitation to trade them, and access may be restricted by your jurisdiction.
Analyst consensus ratings
Buy / Hold / Sell badges shown on individual /stocks/<ticker> pages are aggregated from publicly disclosed sell-side analyst recommendations via yfinance / Yahoo Finance. They reflect the views of third-party research analysts at registered broker-dealers - not the views of QuantAbundancia or Abundancia Capital LLC. We redistribute these ratings with attribution; we do not produce, endorse, or modify them.
The badge label (e.g. "BUY"), the analyst count, the mean rating on the 1-5 scale, and the implied upside vs the last close are mechanical aggregations of the underlying analyst opinions. Methodology is yfinance's - see their docs for the consensus formula.
Refresh cadence is weekly. Coverage is incomplete: most US mid/large caps have ratings; OTC ADRs, true microcaps, and many foreign listings do not (in those cases the badge is absent - not a signal). Price targets are denominated in the listing's local currency.
Forward-looking statements
Some content discusses themes, sectors, or companies in forward-looking terms (e.g., "AI supercycle", "10-15 year buildout"). These reflect our editorial views at the time of writing, are subject to change without notice, and may turn out to be wrong. We update positions, theses, and bot configurations without prior announcement.
Conflicts of interest
The operator of QuantAbundancia personally trades public securities, ETFs, and digital assets. Positions discussed on the site may be held, opened, closed, increased, or reduced at any time without prior disclosure. Our trading bots take real positions on real exchanges.
Where we link to third-party brokers, services, or tools, those links may be affiliate or referral links from which we earn compensation. This does not change the substance of our research or our editorial choices.
Specifically, we currently maintain referral or affiliate relationships with Interactive Brokers (IBKR), OKX, and Xapo Bank. If you open an account through a link on /stack, we may receive a one-time referral fee or recurring compensation per the program's terms. We use all three for our own trading and treasury - see /stack for the full reasoning.
European Union — investment-recommendation disclosures (MAR)
For users in the EU: where our content - including the AI assistant's ENTER / WAIT / PASS reads and the automated scan and Bot-Trades feeds - constitutes an "investment recommendation" under the Market Abuse Regulation (EU 596/2014) and Commission Delegated Regulation (EU) 2016/958, the following disclosures apply:
- Who produces them: QuantAbundancia, published by Abundancia Capital LLC (United States). We are not an EU investment firm and are not authorised or supervised by any EU competent authority. Content is produced for a general, international audience.
- What the labels mean: ENTER / WAIT / PASS is a general, educational technical + fundamental read on a publicly traded security - not a regulated buy/hold/sell rating and not a personal recommendation. It is the same for every reader (impersonal, of general circulation).
- Objective presentation: our outputs are opinions and interpretations, distinguished from the underlying facts and data, and may be wrong. They are not presented as guaranteed outcomes; past performance does not predict future results.
- Conflicts of interest: the operator of QuantAbundancia and its automated trading bots may hold, open, increase, reduce, or close positions in any instrument discussed, at any time, and before you see the content (see "Conflicts of interest" and "Pro channel & Bot Trades feed" above). We do not hold positions reaching the 0.5%-of-issuer threshold that would require itemised holding disclosure under MAR; if that ever changes, we will disclose it alongside the relevant content.
- No commissioned coverage: we are not paid by any issuer to produce or disseminate content about it.
- Updates: we make no commitment to update, follow, or withdraw any view. Opinions, theses, and bot configurations change without notice.
- Basis & methodology: see "Methodology" above for how our quantitative figures are computed; the AI assistant additionally uses public market data and may be inaccurate.
This consolidates the producer's MAR-style disclosures for EU users in one place. It is not a substitute for your own research or professional advice.
United Kingdom
UK financial-promotion rules (FSMA s.21) are strict, and free content is not automatically exempt. Nothing here is a financial promotion made or approved by an FCA-authorised person. If you are a UK resident, treat this site as general overseas educational publishing only, and consult an FCA-authorised adviser before acting on anything you read here.
Data accuracy
Price data, holdings data, news, and corporate-action data are sourced from public providers (yfinance, exchange APIs, ETF issuers, news aggregators). Data may be delayed, incomplete, revised, or wrong. We make best-effort attempts at correctness but offer no warranty. Cross-check anything you would act on.
Jurisdiction
QuantAbundancia is operated from the United States. Content is written for a general English-speaking audience. Nothing on this site is an offer or solicitation to buy or sell securities in any jurisdiction where such an offer would be unlawful. If you are in a jurisdiction with restrictions on financial publishing, consult local counsel before relying on anything here.
Paid memberships
QuantAbundancia offers paid memberships - the Founding Member tier and the Pro tier (which adds the private Pro channel and higher AI-assistant limits; additional research tiers may be introduced in the future). All paid tiers are subscriptions for access to publications and tools - they are not advisory services, performance-fee arrangements, or pooled investments. Fees are flat and never contingent on your trading results.
Subscription fees are flat, recurring, and disclosed at the point of checkout. Fees are not contingent on a subscriber's trading results. Stripe is the merchant of record for all subscriptions; refunds, cancellations, and billing disputes are handled per the Terms of Service.
A paid subscription does not create a fiduciary relationship, advisory relationship, or any duty of care beyond delivering the published content described on the relevant subscription page. Subscribers receive the same impersonal, general-circulation research as everyone else - at higher density, frequency, or machine-readable form, depending on tier - never personalized advice.
Operator
QuantAbundancia is published by Abundancia Capital LLC, a United States limited-liability company. For inquiries, reach out via @AbundanciaCapX.
These disclosures supplement and form part of the Terms of Service and Privacy Policy. By using this site or any paid subscription, you acknowledge that you have read and understood these disclosures and agree that you are solely responsible for your own investment decisions.
Last updated: 2026-06-21