Copia Libera is a privately-held AI software and quantitative research firm. We engineer algorithmic systems, robotic trading strategies, deep quantitative market analytics, and selectively partner with principals on product development across capital markets, private equity, FX, real estate, fintech, DeFi, digital assets, and AI-agentic infrastructure. Proprietary trading is conducted exclusively for our own account using internal capital — and exclusively as R&D, to test and refine the systems we build. We do not touch or solicit public money, manage outside capital, or act as a broker, dealer, or adviser.
AI and machine learning have been at the core of our research and execution stack for many years — long before the recent surge in attention. Models, not headlines. The same engineering discipline applies whether we are deploying systems against our own capital or delivering work product to principal partners through selective consulting engagements. Our trading strategies are designed to be systematic and broadly market-neutral, generating returns from execution and signal quality rather than directional exposure.
Machine learning sits at the core of our research stack. We've built and refined adaptive models for years — extracting predictive signals across markets through deep statistical and microstructure analysis. Our techniques span mean-reversion, statistical arbitrage, and short-horizon systematic methods.
Strategies run on infrastructure we build ourselves — high-frequency, low-latency execution with tight risk controls and full observability across the trading stack. No off-the-shelf platforms; every layer is shaped to the strategy.
AI is powerful, but undisciplined models break. Three decades of combined principal experience shape how risk, capital, and model behavior are governed — strict limits at the strategy and portfolio level keep capital intact through regimes. Strategies are designed to operate independently of broad market direction.
These are the asset classes we research and trade for our own account using internal capital. The firm operates across both traditional and digital-asset rails, with infrastructure designed for institutional execution venues, T+1 settlement workflows, and continuous market access where strategies require it. Our consulting and product development practice extends to additional industries (capital markets, private equity, fintech infrastructure, AI-agentic systems) which may or may not overlap with these markets.
Note on Ratio Magnitudes. The account posted a single losing month over the trailing
window (the ramp-up month). A small drawdown denominator mechanically inflates Sortino, Calmar, and
Recovery Ratio relative to a longer or more volatile track record. These figures should not be
extrapolated forward; future drawdowns may be larger and more frequent.
Performance reflects an internal R&D trading account operated for the firm's own research and
development — not a public-facing fund, vehicle, or offering. All series shown as cumulative net
return (%) compounded from inception; S&P 500, QQQ, and 3-month T-Bill shown for comparison across
the same trailing 18-month window. Copia Libera R&D ends at +380.18%; benchmarks at +25.40% / +41.33% / +6.00%.
See Important Disclosures for full terms.
Copia Libera is an AI software firm first. Proprietary trading is one expression of our work; product development, deep quantitative analytics, and selective principal-to-principal consulting across capital markets and emerging fintech are equally core. The firm does not solicit consulting work from the general public — engagements are accepted by referral or pre-existing relationship.
Copia Libera is a privately-held AI software and quantitative research firm. Formed as a Wyoming limited liability company, the firm operates from its New York City office at 31 Hudson Yards. The firm engineers algorithmic systems across four practice areas — AI-centric software development, robotic trading strategies, deep quantitative analytics, and selective principal-to-principal product engineering for clients across capital markets, private equity, FX, real estate, fintech, DeFi, digital assets, and AI-agentic infrastructure.
Proprietary trading is conducted exclusively for the firm's own account using internal capital, and exclusively as R&D — to test strategies, validate models, and self-fund the firm. We do not manage outside money, accept investor allocations, solicit public capital, or act as a broker, dealer, or adviser to any third party. The firm is not public-facing.
Although the firm itself was founded in 2025, it is built on the foundation of its principals — who together bring 30+ years of combined experience across quantitative research, algorithmic execution, AI/ML model development, and capital markets infrastructure. AI and machine learning have been integral to our work for many years — long before the current wave of generative AI attention. Our models, infrastructure, and risk frameworks are the product of sustained, iterative research, not a recent pivot.
Copia Libera does not accept investor capital, manage third-party funds, or solicit unsolicited proposals. For partnership, counterparty, vendor, or selective consulting discussions with principals, please reach the firm directly.
The following disclosures govern the use of this website. By accessing this site, visitors acknowledge and accept these terms. Visitors should consult their own legal, tax, and financial advisors regarding any matters arising from this site.
The information on this site is provided for general informational purposes only. Nothing on this website constitutes — or should be construed as — an offer to sell, a solicitation to buy, or a recommendation to engage in any transaction involving any security, digital asset, physical commodity, real estate interest, or other financial instrument.
Nothing on this site constitutes investment, legal, accounting, or tax advice. Visitors should consult their own qualified advisors before making any financial decision. Copia Libera LLC does not provide investment advisory services to any third party.
Copia Libera LLC trades exclusively for its own account using its own capital, and exclusively as internal research and development for the firm's own strategies and infrastructure. Copia Libera LLC does not manage outside capital, accept investor funds, offer investment products to the public, solicit allocations, or act as a broker, dealer, or adviser to any third party.
The firm's product development and consulting engagements are technology-, engineering-, and research-focused. Such work includes algorithmic systems, quantitative analytics, fintech tooling, DeFi infrastructure, AI-agentic systems, and related software and product design across capital markets, private equity, FX, real estate, and adjacent industries. These engagements do not constitute investment advice, brokerage services, asset management, securities offerings, or financial planning. Copia Libera LLC does not advise on, recommend, or take discretionary action over any third party's capital, securities, or other financial instruments. Engagements are accepted selectively, on a principal-to-principal basis; the firm does not solicit consulting work from the general public.
Trading and investing in financial instruments and other assets — including securities, fixed income, futures, foreign exchange, digital assets, physical commodities (including precious metals), and real-estate-related instruments and contract-financing arrangements — involves substantial risk and may result in significant loss. Digital asset markets are highly volatile and subject to rapid price movement, regulatory change, and operational risk. Physical commodities carry custody, storage, insurance, transportation, and authentication risks distinct from financial instruments. Real estate and real-estate-related contract-financing arrangements involve illiquidity, title and lien risk, valuation uncertainty, leverage and refinancing risk, and counterparty default risk. Past performance is not indicative of future results.
The firm's trading strategies, software systems, and analytical work product rely on artificial intelligence, machine learning, and quantitative models developed in-house. Such models are subject to data, design, implementation, and execution risks. Model performance may degrade as markets, infrastructure, or environments change, and there is no assurance that any model or strategy will continue to perform as expected.
Software, models, and analytical systems developed or delivered by Copia Libera LLC are provided as engineering work product. No representation or warranty is made — express or implied — regarding fitness for any particular purpose, market behavior, profitability, or trading outcome. Counterparties to any consulting or development engagement are responsible for their own deployment, testing, validation, monitoring, and ongoing risk management of any system or work product delivered.
Statements on this site that are not historical facts may constitute forward-looking statements. Such statements involve known and unknown risks, uncertainties, and assumptions, and actual outcomes may differ materially. Copia Libera LLC undertakes no obligation to update any forward-looking statement.
Information on this site is provided "as is," without warranty of any kind, express or implied. Copia Libera LLC makes no representation regarding accuracy, completeness, or timeliness of any content, and reserves the right to modify or remove content at any time without notice.
No business, employment, advisory, brokerage, or fiduciary relationship is created by visiting this website, contacting the firm, or otherwise interacting with this site. Visitors should not transmit confidential or proprietary information through this website. Any unsolicited communication may not be treated as confidential.
This website does not knowingly collect personal information beyond what a visitor voluntarily provides via email correspondence. Such information is used solely to respond to inquiries and is not shared with third parties except as required by applicable law.
Copia Libera LLC is a limited liability company formed under the laws of the State of Wyoming, with its principal office located in New York. This site is operated from the United States and is intended for visitors in jurisdictions where its content is lawful. Visitors accessing the site from other jurisdictions are responsible for compliance with applicable local laws. Any dispute arising from the use of this site shall be governed by the laws of the State of Wyoming, without regard to its conflict-of-law provisions.
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