AI savdosi, bozor tahlili va DeFi kelajagi haqida chuqur tahlillar.
Browse collections →Nothing found. Try a different query.
Avtomatlashtirilgan funksiyalarni yaratish (tsfresh, Featuretools), byudjetdan xabardor modellarni qidirish (FLAMLning tejamkor optimizatori) va WorldQuant formulali alfa zavodi — tadqiqot yoʻnalishining qismlari ushbu blogning qidiruv va haddan tashqari moslama yoyi hech qachon qamrab olinmagan va arcning oʻz natijalari ular haqida nima deydi.
Every leveraged position advertises the price at which it must be sold. How to build the on-chain liquidation depth chart and the CEX liquidation heatmap, model cascade dynamics as a reproduction number, and trade forced flow as a signal instead of only fearing it as a risk.
An active v3 LP is running a market-making book with gas costs and no cancel button. Size ranges from a GARCH vol forecast, frame rebalancing as fee-gain vs realized-cost, derive the position delta from tick math and hedge it with perps, and understand JIT liquidity and the honest pitfalls of backtesting LP from on-chain data.
MEV stopped being a lone bot and became an assembly line: searcher, builder, relay, proposer. A technical walk through proposer-builder separation, MEV-Boost's sealed-bid block auction, why the searcher's margin gets bid away, order-flow auctions as the new moat, and how Solana's Jito model differs.
On-chain arbitraj tsiklini topish - bu oson qism. Qiyin qism - bu xuddi shu tsiklni topgan boshqa har bir qidiruvchiga qarshi muhrlangan taklifli ustunlik auksionida g'alaba qozonish. Atomlik, flesh kreditlar, backrunning va arbitraj foydasi haqiqatan ham qayerda saqlanib qolishi - shu jumladan atomik bo'lmagan CEX-DEX haqida texnik tahlil.
Impermanent loss, konsentratsiyalangan likvidlik leveragi va qayta muvozanatlashga qarshi yo'qotish (loss-versus-rebalancing) birinchi tamoyillardan kelib chiqqan holda. Yopiq shakllar, σ²/8 natijasi, har bir blok bo'yicha markout va LP aslida HODLni mag'lub etadigan aniq to'lov-volatillik sharti.
Almgren-Chriss va VWAP faqat slice byudjetlarini belgilaydi — ijro esa taktika qatlamida qo'lga kiritiladi. Eskalatsiya taymerlari, maker-taker break-even matematikasi, Binance/OKX/CME'da amend va cancel-replace navbat semantikasi, iceberg anti-signaling va Python'dagi har-slice holat mashinasi.