深翼 DeepWing 致力于建立 AI 真实世界落地的可验证情报记录。我们以一手来源为起点，以持续回访和到期对账为方法，记录 AI 技术从宣布、部署到产生实际价值的全过程：不只记发生了什么，也记承诺是否兑现、失败发生在哪里。DeepWing is building a verifiable intelligence record of AI as it actually lands in the real world. We start from primary sources and work by continuous follow-up and due-date reconciliation, tracking AI from announcement and deployment to real value: not only what happened, but whether promises were kept and where things failed.
我们为 AI 架构师、工程师和技术决策者拆解系统设计、技术取舍与失效模式。每一项重要判断尽可能回溯到原始来源，公开证据与未知之处。We unpack system design, technical trade-offs and failure modes for AI architects, engineers and technology decision-makers. Every load-bearing judgement is traced back to its primary source wherever possible, with the evidence and the unknowns in the open.
不要求你相信我们的结论。我们尽可能公开依据，让你自己判断。We do not ask you to believe our conclusions. We publish the basis wherever we can, so you can judge for yourself.
深翼 DeepWing · 一览DeepWing at a glance
3个情报台desks
七层十关 · 一套公开框架Seven layers, ten gates, one public framework
AI 架构AI Architecture就业与职业AI & Work医疗Medical
17 题快速自检，三分钟生成报告。A 17-question quick check, report generated in three minutes.
文字、图表与登记册采用 CC BY 4.0。Text, charts and registers under CC BY 4.0.
演示一个比一个漂亮，真正进了生产的系统，却反复栽在同样的坑里：成本没人核算，权限没人回收，数据没人核验，出了事没人问责。深翼 DeepWing 就为这件事而建：把这些坑逐条登记下来，让后来的人少走弯路。Each demo is more impressive than the last, yet systems that reach production keep falling into the same holes: costs nobody accounts for, permissions nobody revokes, data nobody checks, incidents nobody owns. DeepWing exists to register those holes one by one, so those who come later can avoid them.
成本Cost
缺乏核算Unaccounted
权限Access
缺乏回收Never revoked
数据Data
缺乏核验Unverified
事故Incidents
缺乏问责Unowned
做法Method
01
优先采用原始来源：官方文件、监管记录、财报、数据集与论文原文。无法获得原始来源时，二手来源必须明确标注，并单独评定证据等级。Primary sources first: official filings, regulatory records, financial disclosures, datasets, and original research. When primary sources are unavailable, secondary reporting is explicitly labeled and graded separately.
02
每条记录单独登记，挂来源、证据等级和最后核查日期。说法变了，旧账不删，改动留痕。Each record is registered on its own, with a source, an evidence grade and a last-checked date. When a claim changes, the old record stays and the change is logged.
03
登记册全部公开可查，谁都能复核。查不到源头的数字，宁可不发。Every register is public and anyone can recheck it. A number without a traceable source does not get published.
独立性Independence
深翼不收被评公司的评审费，不卖判定，不做天使投资。公开研究与服务交付分开管理；研究对象与深翼有服务关系时，会在该研究中公开披露。不因商业客户关系改变研究结论、证据等级或公开判定。DeepWing takes no review fees from companies it evaluates, sells no verdicts, and makes no angel investments. Public research and client services are managed separately; when a research subject has a service relationship with DeepWing, that relationship is disclosed in the research itself. No commercial relationship changes a research conclusion, an evidence grade, or a published verdict.
发现错误或有线索，请告诉我们，更正会公开标注。Spotted an error or have a tip? Tell us; corrections are marked publicly.
先看判例库 →Start with the cases →订阅周刊 →Subscribe to the Weekly →
DeepWing = 情报 + 方法 + 对账DeepWing = Intelligence + Methodology + Accountability
情报 · 事实记录
记录 AI 在真实世界发生了什么。Intelligence · Factual Record
What AI actually does in the real world, on the record.
方法 · 判断协议
建立可重复、可核查的判断方法。Methodology · Judgment Protocol
Repeatable, verifiable methods of judgment.
对账 · 事实验证
持续追踪承诺、结果与历史判断。Accountability · Verification Against Facts
Promises, outcomes and past judgments, tracked to their due dates.
事实 → 判断 → 对账，持续循环，形成长期研究资产。Facts → Judgment → Reconciliation: a continuous loop that compounds into a long-term research asset.
一号台Desk 1
企业 AI 架构Enterprise AI Architecture
DW-AI-ARCH
二号台Desk 2
就业与职业AI & Work
三号台Desk 3
医疗Medical
独立核查很贵。一家企业养不起一支天天追一手源、把企业承诺逐条记账到期对账的团队。深翼把它做成共享的：一份核查，多家共用；一套标准，全部公开。所以登记册、框架全文与周刊深研免费开放，引用注明出处即可；深度诊断、季度对账与架构体检这类深度和服务，养活这套核查继续跑下去。Independent verification is expensive. No single company can justify a team that chases primary sources every day and reconciles every corporate promise line by line as it comes due. DeepWing runs it as shared infrastructure: verify once, share with everyone; one standard, published in full. That is why the registers, the full framework text and the research in the Weekly are open, free to reuse with attribution, and why the depth and the services, deep diagnosis, the quarterly reconciliation report and the architecture health check, are what keep the verification running.
站内有什么What is here
三个情报台Three desks
技术怎么变How technology changes
把企业 AI 的架构、事故和成本逐条登记：哪一层出的事，账单怎么失控的，前人栽在哪里。后来的人不必再栽一次，直接来查就行。Enterprise AI architecture, incidents and costs, registered one by one: which layer failed, how the bill got out of hand, where others fell. Those who come later do not have to fall again; they can look it up.
饭碗怎么变How livelihoods change
AI 正在改写很多人的工作，人人都在问自己的饭碗稳不稳，而让人慌的，多半是道听途说。这一台把职业暴露、企业招聘和就业研究逐条核清，让人拿事实做决定，而不是被恐慌推着走。AI is rewriting many people's work, and everyone is asking whether their job is safe; most of the panic comes from hearsay. This desk checks occupational exposure, company hiring and labor research item by item, so people decide on facts rather than fear.
命与健康怎么变How life and health change
医疗会是 AI 投入最重的行业之一，也是错一次代价最大的行业。这一台追踪 AI 医疗产品的获批、上线、付费和有效，四步分开记，一步都不跳。Healthcare will be one of the heaviest AI investments and the field where one mistake costs the most. This desk tracks AI medical products through clearance, deployment, payment and effectiveness, four steps recorded separately, none skipped.
自检SELF-CHECK
用公开的七层十关框架检查你的 AI 系统，找到最薄弱的环节，知道下一步先修什么。这里用的就是深翼做研究时用的同一套方法。Check your AI system against the public Seven Layers and Ten Gates framework: find your weakest gates, and know what to fix first. It runs on the same method DeepWing uses in its own research.
第一级 · 快速自检Level 1 · Quick Check
17 题，3 分钟，当场出报告，先看整体成熟度与最弱三关。17 questions, 3 minutes, an instant report: overall maturity and your three weakest gates.
第二级 · 深度诊断Level 2 · Deep Diagnosis
24 题，按证据强度打分，逐关深查，并给出修复的先后次序。24 questions, scored by strength of evidence, examined gate by gate, with a repair sequence.
shēn yì · 深义deeper meaning
深翼，取"深义"的谐音。技术的价值，不只在于它能做什么，更在于它被谁使用、为谁服务，以及在真实世界中产生什么结果。深，是追问。不停留在第一层答案，追到来源，追到机制，看清系统如何运作，又在哪里失效。翼，是俯瞰。越过一时的喧嚣，看清趋势的走向，以及它会把行业和人带向哪里。沉得更深，才能飞得更高。让科技更有深义：每一次关于 AI 的判断，都建立在看透机制、看全影响之上。Shēnyì (深翼, "deep wing") sounds like shēnyì (深义, "deeper meaning"). The value of technology lies not only in what it can do, but in who uses it, whom it serves, and what it produces in the real world. Deep means asking further: not stopping at the first answer, but following the source and the mechanism to see how a system works and where it fails. Wing means seeing from above: rising past the noise of the moment to see where a trend is heading and where it will take industries and people. Dive deeper to fly higher. Technology, with deeper meaning: every judgment about AI built on seeing the mechanism and the full impact.
