Working Notes on Agent Systems/Brad Zhang

@teach_fireworks / X longform

Congratulations 馃帀Manus on joining Meta! The news comes so fast! Think about it, Manus...

Congratulations 馃帀Manus on joining Meta! The news comes so fast! Think about it, Manus has only been online for nine months. Manus is really a breakthrough in significance! Expl...

December 29, 2025 路 1 min read

Congratulations 馃帀Manus on joining Meta!

The news comes so fast!

Think about it, Manus has only been online for nine months.

Manus is really a breakthrough in significance!

Exploring and verifying the feasible technical boundaries of AI Agent.

Exploring and verifying the feasible business model of AI Agent.

Manus created 80 million virtual machines in nine months and processed 147 trillion tokens.

It achieved a valuation of US$2 billion in 9 months and accumulated a large wave of loyal users through real subscriptions.

Many Meta executives are also loyal users of Manus.

Visual summary

Article argument map

Generated from the post's content graph

FORMATTOPICCAPABILITYMARKETcoverssignalsFORMATlongform noteTOPICagentsCAPABILITYagent workflow
Mermaid outline
flowchart LR
  format-long_post["longform note"]
  topic-agents["agents"]
  capability-agent-workflow["agent workflow"]
  format-long_post -->|covers| topic-agents
  format-long_post -->|signals| capability-agent-workflow

Visual structure

Essay structure map

Built from summary and key paragraph positions

Congratulations 馃帀Manus on joining Meta! The news comes so fast! Think about it, Manu...THESISCongratulations馃帀Manus on joiningMeta! The news comesso fast! Think aboutSIGNALCongratulations馃帀Manus on joiningMeta!OPERATORExploring andverifying the feasibletechnical boundariesof AI Agent.IMPLICATIONMany Meta executivesare also loyal usersof Manus.
Mermaid outline
flowchart LR
  thesis["Congratulations 馃帀Manus on joining Meta! The news comes so fast! Think about it, Manus has only been online..."]
  signal["Congratulations 馃帀Manus on joining Meta!"]
  operator["Exploring and verifying the feasible technical boundaries of AI Agent."]
  implication["Many Meta executives are also loyal users of Manus."]
  thesis -->|frames| signal
  signal -->|develops| operator
  operator -->|lands in| implication

Source: View the original post