Working Notes on Agent Systems/Brad Zhang

@teach_fireworks / X longform

Thank you so much, Teacher Kong. The golden dataset is directly open source!

Thank you so much, Teacher Kong.

July 21, 2026 · 1 min read

The golden dataset is directly open source!

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FORMATTOPICCAPABILITYMARKETcoverssignalsFORMATshort signalTOPICagentic devtoolsMARKETopen-source builders
Mermaid outline
flowchart LR
  format-short_note["short signal"]
  topic-agentic-devtools["agentic devtools"]
  market-open-source-builders["open-source builders"]
  format-short_note -->|covers| topic-agentic-devtools
  format-short_note -->|signals| market-open-source-builders

Visual structure

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Built from summary and key paragraph positions

Thank you so much, Teacher Kong. The golden dataset is directly open source!THESISThank you so much,Teacher Kong.SIGNALThe golden dataset isdirectly open source!OPERATORThe golden dataset isdirectly open source!IMPLICATIONThe golden dataset isdirectly open source!
Mermaid outline
flowchart LR
  thesis["Thank you so much, Teacher Kong."]
  signal["The golden dataset is directly open source!"]
  operator["The golden dataset is directly open source!"]
  implication["The golden dataset is directly open source!"]
  thesis -->|frames| signal
  signal -->|develops| operator
  operator -->|lands in| implication

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