Working Notes on Agent Systems/Brad Zhang

@teach_fireworks / X longform

@PandaTalk8 If it is an entrepreneurial team, I will most likely choose 1. In order to...

@PandaTalk8 If it is an entrepreneurial team, I will most likely choose 1. In order to allow the team to experience the capabilities of the model itself to the extreme, the goal...

November 19, 2025 路 1 min read

@PandaTalk8 If it is an entrepreneurial team, I will most likely choose

  • In order to allow the team to experience the capabilities of the model itself to the extreme, the goal is to create AI products that belong to the team to the level of manus and lovart based on this.

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FORMATTOPICCAPABILITYMARKETcoverssignalsFORMATthread digestTOPICagentic devtoolsCAPABILITYproduct surface
Mermaid outline
flowchart LR
  format-thread["thread digest"]
  topic-agentic-devtools["agentic devtools"]
  capability-product-surface["product surface"]
  format-thread -->|covers| topic-agentic-devtools
  format-thread -->|signals| capability-product-surface

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@PandaTalk8 If it is an entrepreneurial team, I will most likely choose 1. In order t...THESIS@PandaTalk8 If it isan entrepreneurialteam, I will mostlikely choose 1. InSIGNAL@PandaTalk8 If it isan entrepreneurialteam, I will mostlikely chooseOPERATOR1. In order to allowthe team to experiencethe capabilities ofthe model itself toIMPLICATION1. In order to allowthe team to experiencethe capabilities ofthe model itself to
Mermaid outline
flowchart LR
  thesis["@PandaTalk8 If it is an entrepreneurial team, I will most likely choose 1. In order to allow the team to ex..."]
  signal["@PandaTalk8 If it is an entrepreneurial team, I will most likely choose"]
  operator["1. In order to allow the team to experience the capabilities of the model itself to the extreme, the goal i..."]
  implication["1. In order to allow the team to experience the capabilities of the model itself to the extreme, the goal i..."]
  thesis -->|frames| signal
  signal -->|develops| operator
  operator -->|lands in| implication

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