Working Notes on Agent Systems/Brad Zhang

@teach_fireworks / X longform

@lxfater This is so accurate. There is no Token anxiety now, and the quality of the mod...

@lxfater This is so accurate. There is no Token anxiety now, and the quality of the models is now very high.

July 11, 2026 · 1 min read

@lxfater This is so accurate.

There is no Token anxiety now, and the quality of the models is now very high.

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

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@lxfater This is so accurate. There is no Token anxiety now, and the quality of the m...THESIS@lxfater This is soaccurate. There is noToken anxiety now, andthe quality of theSIGNAL@lxfater This is soaccurate.OPERATORThere is no Tokenanxiety now, and thequality of the modelsis now very high.IMPLICATIONThere is no Tokenanxiety now, and thequality of the modelsis now very high.
Mermaid outline
flowchart LR
  thesis["@lxfater This is so accurate. There is no Token anxiety now, and the quality of the models is now very high."]
  signal["@lxfater This is so accurate."]
  operator["There is no Token anxiety now, and the quality of the models is now very high."]
  implication["There is no Token anxiety now, and the quality of the models is now very high."]
  thesis -->|frames| signal
  signal -->|develops| operator
  operator -->|lands in| implication

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