Working Notes on Agent Systems/Brad Zhang

@teach_fireworks / X longform

@canghe Thank you, Teacher Cang🫔, for communicating at any time. I am also a loyal fan...

@canghe Thank you, Teacher Cang🫔, for communicating at any time. I am also a loyal fan of yours! A must-read for every article, haha

November 23, 2025 Ā· 1 min read

@canghe Thank you, Teacher Cang🫔, for communicating at any time.

I am also a loyal fan of yours!

A must-read for every article, haha

Visual summary

Article argument map

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FORMATTOPICCAPABILITYMARKETcoversFORMATthread digestTOPICagentic devtools
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flowchart LR
  format-thread["thread digest"]
  topic-agentic-devtools["agentic devtools"]
  format-thread -->|covers| topic-agentic-devtools

Visual structure

Essay structure map

Built from summary and key paragraph positions

@canghe Thank you, Teacher Cang🫔, for communicating at any time. I am also a loyal f...THESIS@canghe Thank you,Teacher Cang🫔, forcommunicating at anytime. I am also aSIGNAL@canghe Thank you,Teacher Cang🫔, forcommunicating at anytime.OPERATORI am also a loyal fanof yours!IMPLICATIONA must-read for everyarticle, haha
Mermaid outline
flowchart LR
  thesis["@canghe Thank you, Teacher Cang🫔, for communicating at any time. I am also a loyal fan of yours! A must-re..."]
  signal["@canghe Thank you, Teacher Cang🫔, for communicating at any time."]
  operator["I am also a loyal fan of yours!"]
  implication["A must-read for every article, haha"]
  thesis -->|frames| signal
  signal -->|develops| operator
  operator -->|lands in| implication

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