FA EN
FIELD NOTES

Use it first. Then explain it clearly.

Notes from things we actually test: AI systems, products, markets and research questions. When the evidence is weak, we say so.

CURRENT THEMES
AIResearchProductField tests
WEB3 / RESEARCHPUBLISHED SAMPLE

Where Uniswap fees really go

A cited look at Uniswap Labs interface fees, LP fees, protocol revenue and UNI burns. Public documentation research, not a trading test.

AI / RESEARCHIN PROGRESS

What Persian-language AI evaluation is still missing

A research thread around evaluation gaps, integrity testing and what Persian-language systems need beyond translated benchmarks.

PRODUCT / BUSINESSDRAFT

Revenue-share collaboration without creating a future mess

How project-specific upside can reward meaningful contributors without turning every small task into a permanent claim.

WEB3 / FIELD TESTPUBLISHED

Cross-chain swap vs bridge: where the friction really is

A hands-on comparison of the user experience, tradeoffs and hidden friction between two common cross-chain workflows.

DEFI / FIELD TESTPUBLISHED

How much money do you actually need to start earning DeFi yield?

A practical look at minimum capital once gas, transaction friction, time and risk are included.

RESEARCH RULES

Use the thing when possible.

Separate observation from opinion.

Say when evidence is weak.

Disclose incentives and conflicts.

Explain the useful part simply.

Update conclusions when facts change.