Working Notes on Agent Systems/Brad Zhang

@teach_fireworks / X longform

Teacher Qiao Mu’s article is worth reading carefully several times by every self-media friend.

Teacher Qiao Mu’s article is worth reading carefully several times by every self-media friend. Teacher Qiao Mu has also helped me and a firework many times. I am grateful🫡

December 29, 2025 · 1 min read

Teacher Qiao Mu’s article is worth reading carefully several times by every self-media friend.

Teacher Qiao Mu has also helped me and a firework many times.

I am grateful🫡

Visual summary

Article argument map

Generated from the post's content graph

FORMATTOPICCAPABILITYMARKETcoversFORMATshort signalTOPICagentic devtools
Mermaid outline
flowchart LR
  format-short_note["short signal"]
  topic-agentic-devtools["agentic devtools"]
  format-short_note -->|covers| topic-agentic-devtools

Visual structure

Essay structure map

Built from summary and key paragraph positions

Teacher Qiao Mu’s article is worth reading carefully several times by every self-medi...THESISTeacher Qiao Mu’sarticle is worthreading carefullyseveral times by everySIGNALTeacher Qiao Mu’sarticle is worthreading carefullyseveral times by everyOPERATORTeacher Qiao Mu hasalso helped me and afirework many times.IMPLICATIONI am grateful🫡
Mermaid outline
flowchart LR
  thesis["Teacher Qiao Mu’s article is worth reading carefully several times by every self-media friend. Teacher Qiao..."]
  signal["Teacher Qiao Mu’s article is worth reading carefully several times by every self-media friend."]
  operator["Teacher Qiao Mu has also helped me and a firework many times."]
  implication["I am grateful🫡"]
  thesis -->|frames| signal
  signal -->|develops| operator
  operator -->|lands in| implication

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