Working Notes on Agent Systems/Brad Zhang

@teach_fireworks / X longform

@ ponyodong is great! The restoration is too high

@ ponyodong is great!

May 15, 2026 · 1 min read

The restoration is too high

Visual summary

Article argument map

Generated from the post's content graph

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

Visual structure

Essay structure map

Built from summary and key paragraph positions

@ ponyodong is great! The restoration is too highTHESIS@ ponyodong is great!SIGNALThe restoration is toohighOPERATORThe restoration is toohighIMPLICATIONThe restoration is toohigh
Mermaid outline
flowchart LR
  thesis["@ ponyodong is great!"]
  signal["The restoration is too high"]
  operator["The restoration is too high"]
  implication["The restoration is too high"]
  thesis -->|frames| signal
  signal -->|develops| operator
  operator -->|lands in| implication

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