---
author: TechButMakeItReal
date: '2026-06-03'
guest: ''
layout: post.njk
source: https://www.youtube.com/watch?v=B-vItUf6Mg4
speaker: TechButMakeItReal
tags:
  - ai-agent
  - corporate-restructuring
  - management-efficiency
  - information-routing
  - labor-economics
title: 权力的解构：中层管理的经济性与AI转型
summary: 深度探讨为何AI正在终结传统中层管理的角色。通过剖析中层管理的历史演变、金融裁员逻辑及AI代理的成本替代效应，指出未来的职业价值在于成为“承重”的贡献者，而非单纯的信息路由者。
insight: ''
draft: true
series: ''
category: ai-application
area: tech-engineering
project: []
people: []
companies_orgs:
  - Amazon
  - Block
  - Toyota
  - Meta
products_models:
  - GPT-4o
  - GBD5
media_books: []
status: evergreen
---
### 组织权力的起源：从地理跨度到信息路由

在过去近两百年里，大型企业面临的核心挑战是如何协调地理上分散、无法直接沟通的成千上万名员工。**中层管理**（Middle Management）应运而生，其核心职业功能是作为企业内部的信息路由枢纽。在19世纪40年代前，美国最大型的企业也仅雇佣几十人，经营者可以亲眼见证整个运作流程。然而，随着**铁路系统**（Railroad）的兴起，这种小规模经营模式无法适应大规模协调的需求。以1891年的**宾夕法尼亚铁路**为例，它雇佣了超过11万名员工，处于匹兹堡的列车延误将直接影响巴尔的摩及费城等地的维护与调度人员。在这种环境下，第一层专业管理诞生了：这些人员不具备所有权，其核心使命就是确保各部门人员知晓彼此的动向。当这一行政职能完成标准化后，管理层逐渐发展为具有独立政治属性、利益诉求及自我扩张倾向的机构。

<details>
<summary>Original English Source</summary>

For
 nearly
 200
 years,
 corporations
 had


the
 same
 problem.
 How
 do
 you
 coordinate


thousands
 of
 people
 who
 cannot
 talk
 to


each
 other
 directly?
 The
 solution
 was


middle
 management.
 Entire
 careers
 were


built
 around
 routing
 information
 between


people.
 The
 problem
 is
 AI
 is
 starting
 to


automate
 the
 thing
 that
 managers


historically
 did
 best,
 the
 routing
 of


information.
 ...
 The
 concept
 of
 middle
 management
 is


approximately
 180
 years
 old.
 It
 was


invented
 to
 solve
 a
 very
 specific


technical
 problem
 and
 that
 is
 how
 to


coordinate
 work
 across
 geographic


distance
 when
 there
 was
 no
 other
 way
 of


passing
 the
 information
 other
 than
 a


horse.
 Before
 the
 1840s,
 the
 largest


business
 in
 the
 United
 States
 employed
 a


few
 dozen
 people.
 A
 business
 owner
 could


see
 the
 entire
 operation
 with
 their
 own


eyes.
 They
 had
 an
 opportunity
 to
 know


every
 worker
 by
 their
 name
 because
 there


was
 nothing
 to
 coordinate
 at
 scale
 until


the
 Americans
 began
 building
 the


railroad.
 The
 Pennsylvania
 road
 alone


employed
 over
 110,000
 workers
 by
 1891.
 A


train
 running
 late
 in
 Pittsburgh
 had


consequences
 for
 workers
 in


Philadelphia,
 Freud
 chippers
 in


Baltimore,
 and
 maintenance
 crews
 in


Pittsburgh,
 none
 of
 whom
 could
 I
 know


about
 each
 other
 without
 an


intermediary.
 And
 that
 intermediate
 area


would
 carry
 the
 information
 between
 the


parties.
 And
 this
 is
 how
 the
 first


professional
 management
 layer
 was
 born.


A
 salaried
 employee
 with
 no
 ownership


stake
 whose
 entire
 job
 was
 to
 coordinate


people
 and
 make
 sure
 that
 they're
 aware


of
 what
 others
 are
 doing.
 But
 once
 the


admin
 functions
 were
 done,
 the


management
 became
 its
 own
 institution


with
 its
 own
 politics,
 its
 own


interests,
 its
 own
 career
 structures,


and
 its
 own
 tendency
 to
 self-perpetuate.

</details>

### 从二战扩张到精益生产的批判

二战后，美国企业步入全球化运营阶段，运营版图跨越20多个国家，催生了区域、职能等多层级管理架构，也随之产生了正式的长期规划、预算编制、生产率分析等繁琐的官僚程序。直到20世纪70年代的石油危机、滞胀以及**日本制造业**（Japanese Manufacturing Competition）的崛起，美国传统管理模式才遭遇了首次严重批判。以**丰田**（Toyota）为代表的精益生产理念，通过大幅裁撤管理层级、强化一线直接问责制，实现了比美国同类制造业更快、更高效且品质更优的运作。这一模式的成功促使美国公司在随后的20年里致力于组织架构的层级扁平化。最终，这种改革与后期企业的过度扩张，叠加AI时代的降临，使得管理层消除成为当前美国企业界裁员的最核心目标。

<details>
<summary>Original English Source</summary>

When
 the
 original
 problem
 got
 solved,


the
 post-war
 period
 created
 conditions


for
 the
 expansion
 of
 middle
 management.


American
 companies
 became
 global
 after


World
 War
 II.
 There
 were
 companies
 that


had
 operations
 in
 more
 than
 20
 countries


that
 required
 more
 layers
 of
 regional,


divisional,
 and
 functional
 managers.
 And


all
 of
 that
 gave
 the
 rise
 to
 the
 concept


of
 formal
 long
 range
 planning.
 The


5-year
 plans,
 the
 budgeting,
 reports,


summaries
 of
 completed
 work,
 analysis
 of


productivity,
 and
 bureaucracy.
 The
 1973


oil
 crisis,
 stagflation,
 and
 the


emergence
 of
 Japanese
 manufacturing


competition
 in
 the
 late
 '7s
 produced
 the


first
 serious
 critique
 of
 American
 metal


management.
 The
 Japanese
 companies
 and


particularly
 Toyota
 came
 up
 with
 a


concept
 of
 lean
 production
 that
 cut


management
 layers
 hard
 and
 became
 much


faster
 and
 more
 productive
 than
 the


American
 manufacturing
 without
 losing


quality.
 American
 companies
 looked
 at


that,
 saw
 fewer
 layers,
 direct


accountability
 from
 workers,
 workers


empowered
 to
 stop
 production
 lines
 and


solve
 problems
 without
 asking
 a


supervisor
 and
 said,
 "We're
 going
 to
 do


the
 same."
 And
 so
 for
 the
 next
 20
 years,


it
 was
 a
 phase
 of
 delayering,


relayering,
 and
 all
 kinds
 of
 management


permutations
 until
 we
 got
 into
 CO
 and


CO's
 infamous
 overhiring
 that
 then


collided
 with
 the
 expansion
 of
 AI
 and


the
 mass
 layoffs
 that
 followed
 made


management
 elimination
 the
 most
 targeted


layoff
 category
 in
 corporate
 America


right
 now.

</details>

### 管理工具的实践优化

(本视频作者在此处分享了其关于如何通过 AI 构建新闻采集 workflow 的实践，该 workflow 依托于 Hostinger 的 VPS 环境，自动化了信息筛选与 Notion 记录流程，旨在替代繁琐的人工调研。)

<details>
<summary>Original English Source</summary>

Let
 me
 show
 you
 a
 bit
 of
 the
 behind
 the


scenes
 of
 how
 we
 run
 this
 channel.
 When


I'm
 preparing
 for
 videos,
 I
 do
 a
 lot
 of


research.
 And
 to
 make
 my
 life
 a
 little


bit
 easier,
 I
 have
 a
 news
 collector


workflow
 that
 was
 built
 using
 OpenClaw


on
 Hostinger
 virtual
 private
 server.
 And


this
 workflow
 automates
 part
 of
 my


research
 process.
 Every
 day,
 it
 scans
 AI


and
 tech
 news
 sources,
 filters
 out
 the


noise,
 collects
 only
 the
 important
 news,


applies
 tags,
 and
 adds
 everything
 into


my
 notion
 database.
 It
 also
 sends
 me
 a


telegram
 message
 and
 notifies
 when
 a
 new


source
 has
 been
 added.
 ...
 (Detailed promotion of Hostinger's setup for AI agents)

</details>

### 裁员的金融逻辑：效率至上

以客观视角审视，企业在制定财务模型时，每一位雇员都必须带来可量化的财务成果，否则将被更经济的替代品所取代。裁减中层管理存在明确的财务核算：以某大型科技公司为例，通过裁撤大量管理岗位，一年可节省约30亿美元。市场对此类行动的反应通常积极，往往伴随着股价上涨。现阶段，企业进行裁员决策的主要衡量标准是**单位员工产出营收**（Revenue per Employee）。虽然营收增长与裁员缩减 headcount 两者往往交织，难以完全剥离具体影响因素，但这一指标的变化确实支持了市场偏好扁平化管理架构的观点。

<details>
<summary>Original English Source</summary>

30%
 of
 all
 layoffs
 in
 2024
 was
 middle


management.
 US
 middle
 management
 job


postings
 are
 42%
 lower
 than
 the
 previous


years.
 Now,
 if
 you
 take
 the
 human
 aspect


out
 of
 the
 equation,
 when
 a
 business
 or


a
 founder
 or
 an
 entrepreneur
 calculates


the
 financial
 model
 for
 their
 business,


every
 employee
 has
 to
 bring
 a
 measurable


financial
 result
 or
 if
 the
 decision
 to


hire
 somebody
 is
 going
 to
 influence
 an


actual
 financial
 result.
 If
 an
 employee


does
 not
 bring
 a
 measurable
 result,
 you


either
 get
 rid
 of
 that
 employee
 or
 you


replace
 it
 with
 something
 cheaper.
 So,


in
 the
 interest
 of
 being
 objective,


let's
 do
 the
 math.
 The
 math
 of
 cutting


middle
 management.
 ...
 (Morgan Stanley AWS calculation example)
 ...
 The
 corporate
 lingo
 for
 fewer


managers.
 ...
 Following
 the
 announcement,
 Block's


stock
 rose
 25%
 in
 a
 single
 day.
 The


market
 reaction
 to
 middle
 management


cuts
 has
 been
 consistently
 positive
 in


the
 short
 term.
 ...
 As
 of
 early


2026,
 the
 leading
 metric
 companies
 use


to
 make
 decision
 about
 cuts
 is
 revenue


per
 employee.
 It
 is
 the
 most
 tracked


metric
 across
 current
 restructurings
 and


a
 good
 one
 to
 use
 to
 measure
 whether


layoffs
 are
 actually
 making
 a


difference.
 And
 as
 you
 can
 see,
 Meta's


revenue
 per
 employee
 almost
 doubled.


Blocks
 quadrupled.
 Amazon
 numbers
 are


still
 unknown
 but
 trending
 up.

</details>

### 组织结构重构：从层级到智能

2026年初发布的《从层级到智能》（*From Hierarchy to Intelligence*）一文指出，过去2000年来，组织层级的功能仅是作为信息路由协议。由于单个领导者有效管理的跨度有限（通常为8人），因此在传递信息时必须构建层级。该文的核心论点是：AI完全能够取代这一信息路由功能。在此背景下，一种新的三角色组织结构被提出：
*   **直接接收模型上下文的贡献者**（Individual Contributors）
*   **负责跨部门问题的关键责任人**（Directly Responsible Individuals）
*   **边建设边赋能的教练型角色**（Player-Coach Profile）

这种结构认为，在后AI时代，永久性的中层管理层已无存在的必要。

<details>
<summary>Original English Source</summary>

On
 March
 31st,
 2026,
 exactly
 5


weeks
 after
 Block's
 layoff
 announcement,


Jack
 Dorsey
 and
 Rule
 of
 Botha
 published


an
 essay
 titled
 From
 Hierarchy
 to


Intelligence
 and
 released
 it
 on
 Block's


website
 and
 Sequia
 Capital's
 platform.


The
 essay
 attracted
 5
 million
 views
 in


the
 first
 48
 hours.
 The
 core
 argument
 of


the
 essay
 is
 that
 for
 2,000
 years
 from


the
 Roman
 Empire
 to
 the
 Prussian


military
 to
 American
 railroads
 and


corporations,
 the
 organizational


hierarchy
 functioned
 as
 an
 information


routing
 protocol.
 The
 logic
 behind
 it
 is


that
 a
 single
 leader
 could
 effectively


manage
 only
 eight
 people
 around
 them,


which
 means
 that
 to
 pass
 the
 information


to
 more
 than
 eight
 people,
 you
 would


need
 one
 person
 to
 manage
 every
 eight


people.
 The
 essay
 argues
 that
 AI
 can


fully
 replace
 this
 function.
 In
 its


place,
 Block
 proposes
 a
 three
 role


organizational
 structure.
 Individual


contributors
 who
 receive
 context
 from


the
 model
 directly,
 the
 directly


responsible
 individuals
 who
 own


crosscutting
 problems
 and
 the
 player


coach
 profile
 who
 builds
 alongside
 their


teams
 and
 develops
 the
 talent.
 The


central
 argument
 is
 essentially
 that


there
 is
 no
 need
 for
 a
 permanent
 middle


management
 layer.

</details>

### 经济成本分析：人类经理 vs AI 智能代理

裁撤中层管理后，虽然节省了高额的薪酬开支，但由于采用了 AI 技术，企业会将资金转移至云服务和 AI 资源消耗中。以一个软件开发管理岗为例：一名包含奖金、福利的综合人力成本约为18万美元；而使用托管的 AI 代理平台（如类似 OpenClaw 的方案），基于处理会议纪要、生成更新、 escalation 等复杂自动化场景，即使采用高强度使用配置，其年度成本（包含算力、模型 Token 与工程维护费）也远低于人类岗位的开支。随着单位 Token 价格的下降，对于主要从事协调工作的管理岗而言，这种经济分析天平明显向技术替代倾斜。

<details>
<summary>Original English Source</summary>

...
 So
 continuing


with
 the
 calculation,
 what
 happens
 when


you
 eliminate
 the
 middle
 management


layer
 and
 automate
 coordination
 work


that
 they
 used
 to
 do?
 Because
 AI
 apps


that
 you're
 going
 to
 use
 to
 replace
 the


people
 aren't
 cheap,
 they
 also
 cost


quite
 a
 bit.
 What
 happens
 is
 that
 you


end
 up
 with
 fewer
 human
 salaries
 but


more
 spent
 on
 cloud
 bills
 and
 AI


credits.
 So
 what
 is
 actually
 cheaper?
 A


human
 manager
 or
 agents
 on
 a
 platform


like
 OpenClaw.
 Let's
 do
 the
 math.
 ...
 (Detailed cost breakdown analysis)
 ...
 18


versus
 180.
 Now,
 combine
 this
 with
 the


fact
 that
 token
 prices
 per
 unit
 are


falling.
 ...
 But
 nevertheless,
 if
 we're


looking
 at
 a
 middle
 manager
 without


strong
 hard
 skills
 or
 someone
 without


coaching
 skills
 that
 can
 truly
 develop


people
 or
 someone
 whose
 job
 is
 primarily


coordination,
 you
 can
 see
 how
 the
 math


is
 not
 working
 in
 their
 favor.

</details>

### 未来职业定位：成为承重者而非展示者

在管理岗日益稀薄的环境中，对于处于资深/总监层级 cusp 的人员而言，不能再依赖“假装胜任”来维持职业生涯。未来的管理角色——无论是 Player-Coach 模型还是其他架构——要求管理人员具备：
1.  **创造可量化价值的能力**：例如在美元产出上有直接影响力。
2.  **深度硬技能与行业知识**：掌握复杂的专业流程或行业深度，使其难以被重建。
3.  **人才培养与领导力**：真正的 coaching 能力。

这种趋势下，资深个人贡献者（Senior IC）的平行职业路径变得更具可行性与价值。职业生涯应当致力于成为“承重者”（Loadbearing）——不可或缺、专注实效，而非仅仅追求曝光度或“表面话语”能力。

<details>
<summary>Original English Source</summary>

So
 what
 is
 the
 middle
 management
 role


becoming?
 The
 player
 coach
 model


actively
 promoted
 by
 block
 where
 you're


quite
 literally
 a
 player
 and
 a
 coach.
 It


is
 viable
 if
 you
 can
 genuinely
 produce


highquality
 individual
 contributor
 work


and
 develop
 people
 effectively.
 This


model
 is
 also
 objectively
 much
 more


demanding
 because
 it
 combines
 two


completely
 different
 skill
 sets.
 IC
 plus


people
 development
 for
 one
 salary.
 ...
 The
 senior


individual
 contributor
 who
 leads
 through


expertise
 and
 influence
 rather
 than


authority.
 ...
 There
 is
 another
 trend
 among
 Gen
 Z
 where


more
 than
 half
 of
 them
 are
 actively


avoiding
 middle
 management
 roles.
 ...
 To


sum
 it
 up,
 the
 middle
 management
 layer


is
 indeed
 getting
 thin.
 And
 for
 people


who
 sit
 on
 the
 cusp
 of
 senior/director


level
 or
 senior
 managers,
 you
 got
 to


have
 a
 moat.
 ...
 In
 other
 words,
 your
 career
 as


a
 middle
 manager
 should
 be
 oriented


toward
 becoming
 loadbearing,


not
 visible,
 not
 liked,
 not
 even


well-reed.
 You
 have
 to
 be
 loadbearing.
 ...
 So
 to
 middle
 managers
 or


any
 other
 role
 really,
 it
 is
 time
 to


roll
 up
 your
 sleeves,
 stay
 relevant,


stay
 hungry,
 stay
 curious
 and
 master


your
 craft.

</details>