Working Notes on Agent Systems/Brad Zhang

@teach_fireworks / X longform

@shaogefenhao Thank you very much for Teacher Semicolon’s recognition🫡. I will share m...

@shaogefenhao Thank you very much for Teacher Semicolon’s recognition🫡. I will share more useful content in the future. Welcome to visit us🤝✧٩(ˊωˋ*)و✧

November 23, 2025 · 1 min read

@shaogefenhao Thank you very much for Teacher Semicolon’s recognition🫡.

I will share more useful content in the future.

Welcome to visit us🤝✧٩(ˊωˋ*)و✧

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

Visual structure

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Built from summary and key paragraph positions

@shaogefenhao Thank you very much for Teacher Semicolon’s recognition🫡. I will share...THESIS@shaogefenhao Thankyou very much forTeacher Semicolon’srecognition🫡. I willSIGNAL@shaogefenhao Thankyou very much forTeacher Semicolon’srecognition🫡.OPERATORI will share moreuseful content in thefuture.IMPLICATIONWelcome to visitus🤝✧٩(ˊωˋ*)و✧
Mermaid outline
flowchart LR
  thesis["@shaogefenhao Thank you very much for Teacher Semicolon’s recognition🫡. I will share more useful content i..."]
  signal["@shaogefenhao Thank you very much for Teacher Semicolon’s recognition🫡."]
  operator["I will share more useful content in the future."]
  implication["Welcome to visit us🤝✧٩(ˊωˋ*)و✧"]
  thesis -->|frames| signal
  signal -->|develops| operator
  operator -->|lands in| implication

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