The equity curve: look beyond the final number
Drawdown, recovery and cash flows explain more than a smooth-looking line.
Liquidity Labs · Desk
Field notesA better question.
A better question.
A clearer perspective.
Investing, AI, evaluation economics and the trading workflow. Educational perspectives, with sources and practical questions.
AI in investing: a research assistant, not an oracle
Where AI can help organise information—and where verification still matters.
Liquidity Labs · Desk
AI and prop firms: improve the workflow before chasing an edge
Rule reviews, journals and operational checks are useful starting points for automation.
Liquidity Labs · Desk
Prop-firm economics: count every attempt, not just the payout
A practical way to think about fees, conditional rewards and the wider financial picture.
Liquidity Labs · Desk
Trading and investing need different scorecards
Why a short-term signal should not become an entire financial plan.
Liquidity Labs · Desk
Market context and strategy signals have different roles
How research helps explain the market without changing the strategy’s decision.
Liquidity Labs · Desk
Before connecting an evaluation account
Compatibility checks matter more than a generic preset.
Liquidity Labs · Desk
Read the source and the timestamp
A useful research level needs more than a number.
Liquidity Labs · Desk