AI savdosi, bozor tahlili va DeFi kelajagi haqida chuqur tahlillar.
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Ushbu blogdagi har bir backtest shartli o'rtacha qiymatni baholaydi. Kausal o'rmonlar buning o'rniga shartli davolash effektini baholaydi — tau(x) o'rniga mu(x) — vijdlan bo'linish, moslashuvchan yadro og'irliklari va topgan heterogennilik haqiqiymi yoki yo'qmi aytadigan kalibrlash testi bilan.
Ushbu blogdagi har bir pozitsiya o'lcham qoida noaniqlikni bitta skalerga qisqartiradi. MC Dropout va chuqur ansambllar uni modelning bilmasligi va bozor shovqini sifatida ajratadi — va bu ikki turi turli pozitsiya o'lchamlarini nazarda tutadi.
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.