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The Liquid Edge Journal

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Insight on trading, finance, AI, and automation, from the team building non custodial, algorithmic infrastructure for the markets.

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Latest articles

LELiquid Edge Research
Algorithmic Trading

The Future of Algorithmic Trading

How systematic strategies, low latency execution, and machine learning are reshaping the way markets are traded.

June 18, 2026·8 min read
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Automated Portfolio Management Service. Precision driven entries, exits, and profit taking, fully automated, never missing an opportunity.

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LELiquid Edge Research
Artificial Intelligence

How AI Agents Are Reshaping Portfolio Management

Autonomous agents that rotate strategies, tune risk, and adapt to regime shifts on your behalf, around the clock.

June 12, 2026·6 min read
LELiquid Edge Research
Strategy

Backtesting 101: Validate Before You Risk Capital

Slippage, fees, and survivorship bias modelled in. A practical guide to seeing how a strategy behaves before a cent moves.

June 5, 2026·7 min read
LELiquid Edge Research
Security

Non Custodial Trading, Explained

Why keeping 100% custody of your funds changes the risk equation, and how API-only execution keeps assets yours.

May 28, 2026·5 min read
LELiquid Edge Research
Markets

Market Microstructure and Execution Quality

Order books, spreads, and fills. How execution quality quietly compounds into the difference between edge and noise.

May 20, 2026·9 min read
LELiquid Edge Research
Economics

Macro Signals: Reading the Economy Like a Quant

Turning rates, liquidity, and growth data into systematic signals, and knowing when the macro tape actually matters.

May 11, 2026·10 min read
LELiquid Edge Research
Automation

From Manual to Automated: Build Your First Trading Bot

A step by step path from a discretionary idea to a rules based bot that executes for you, 24/7, without emotion.

May 2, 2026·6 min read
LELiquid Edge Research
DeFi

Perp DEXes and Onchain Liquidity

How perpetual DEXes like Hyperliquid source liquidity onchain, and what it means for automated, non custodial trading.

April 24, 2026·7 min read
LELiquid Edge Research
Risk

Risk Management Frameworks for Automated Systems

Stop losses, exposure caps, and kill switches. Building guardrails that keep an automated book alive through drawdowns.

April 15, 2026·8 min read