当前位置:当前位置:首页 > Spot Trading > 【data driven crypto strategy backtesting platform for mean reversion】 正文
【data driven crypto strategy backtesting platform for mean reversion】
[Spot Trading] 时间:2026-04-04 06:01:51 来源:Deep Alpha Strategies 作者:Strategy Backtesting 点击:117次
In Jack Dorsey's view of the world,data driven crypto strategy backtesting platform for mean reversion the job most at risk from the AI revolution is the middle manager.\n\nDorsey argues in a new essay , "From Hierarchy to Intelligence," published with Roelof Botha, Sequoia Capital's managing partner, an investor in Block, that his company's decision to cut approximately 4,000 of its more than 10,000 employees was not a cost reduction but a permanent restructuring to replace middle managers with AI.\n\nCorporate hierarchy, the essay argues, has always existed to solve one problem: routing information through organizations too large for any single person to oversee.\n\nManagers aggregate context from below, act as messengers from above, and maintain alignment across teams. AI can now perform those functions continuously and at scale, the authors argue, making the messenger redundant.\n\nIn place of management layers, Dorsey and Botha proposes two AI-driven "world models."\n\nOne aggregates internal data from code, decisions, workflows, and performance metrics to create a continuously updated picture of company operations, replacing the context that managers traditionally carried.\n\nThe other maps customer and merchant behavior using transaction data from Cash App and Square.\n\nThose models feed what Block calls an “intelligence layer” that composes financial products dynamically to fit market demand.\n\nIf done properly, the models absorb the coordination work that previously justified the existence of middle management.\n\nRather than building from fixed roadmaps, the essay proposes breaking Block’s business into modular capabilities, including payments, lending, card issuance and payroll.\n\nWhen the system identifies a need, the essay’s example is a merchant facing a seasonal cash flow gap, it assembles a solution from existing capabilities. When it cannot, the missing capability defines what gets built next, replacing the product roadmap with a system-generated backlog.\n\nThe organizational structure is reduced accordingly. Block plans to operate with three roles: individual contributors who build the system, directly responsible individuals who own specific outcomes on 90-day cycles, and player-coaches who remain hands-on while developing people.\n\nDorsey told Wired in early Marchthe restructuring was triggered by a capability shift he observed in December in tools including Anthropic’s Opus 4.6 and OpenAI’s Codex 5.3, which he said was now capable of operating effectively in large codebases.\n\nBut current and former Block employees told the Guardian that roughly 95% of AI-generated code changes still require human modification, and that AI tools cannot yet lead in regulated areas like banking and money transfers.
(责任编辑:Risk Management)
Crypto rebounds as oil dips on Trump comments, but derivatives signal weak convictionBitcoin ETFs post first monthly inflows since October as price stabilizes
相关内容
- Grayscale’s research head says tokenization will happen in waves and explains how to play it
- What makes a strong solution for Quantitative Trading 763
- Why more users are adopting Strategy Optimization 674
- How Automated Crypto Trading improves daily trading workflows 961
- Cango raises capital as it faces NYSE delisting risk with shares below $1
- How Automated Crypto Trading improves daily trading workflows 881
- How Mobile Trading App supports long term strategy development 639
- What traders should know about Strategy Optimization 814
- Citadel-backed EDX Markets applies for U.S. trust charter to expand institutional crypto services
- What traders should know about Spot Trading 951
- What makes a strong solution for Trade Automation 295
- How to evaluate a platform for Portfolio Automation 145
- Jamie Dimon signals JPMorgan entry into prediction markets as competition surges
- How Paper Trading supports smarter execution 469
精彩推荐
- The bitcoin treasury boom is unwinding as some companies and governments sell holdings
- How Futures Trading improves daily trading workflows 150
- Beginner guide to Webhook Trading 760
- How Algorithmic Trading supports smarter execution 92
- Crypto Long & Short: Governance is the real Layer 1
- How Futures Trading improves daily trading workflows 630
热门点击
- Ripple Treasury puts XRP and RLUSD inside corporate finance for the first time views+
- Europe's first blockchain IPO is here: France’s new exchange is taking aerospace firm public onchain views+
- Jack Dorsey says AI should replace the middle manager after Block cuts 4,000 jobs views+
- Franklin Templeton launches crypto division with 250 Digital acquisition views+
