Working Notes on Agent Systems/Brad Zhang

@teach_fireworks / X longform

@GoSailGlobal This mechanism can actually be reused. Because I have more CC, I have mad...

@GoSailGlobal This mechanism can actually be reused. Because I have more CC, I have made special optimizations. It can save a lot of tokens, but it is too expensive and I can’t...

April 5, 2026 · 1 min read

@GoSailGlobal This mechanism can actually be reused.

Because I have more CC, I have made special optimizations.

It can save a lot of tokens, but it is too expensive and I can’t afford to use claude anymore 😄

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

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@GoSailGlobal This mechanism can actually be reused. Because I have more CC, I have m...THESIS@GoSailGlobal Thismechanism can actuallybe reused. Because Ihave more CC, I haveSIGNAL@GoSailGlobal Thismechanism can actuallybe reused.OPERATORBecause I have moreCC, I have madespecial optimizations.IMPLICATIONIt can save a lot oftokens, but it is tooexpensive and I can’tafford to use claude
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flowchart LR
  thesis["@GoSailGlobal This mechanism can actually be reused. Because I have more CC, I have made special optimizati..."]
  signal["@GoSailGlobal This mechanism can actually be reused."]
  operator["Because I have more CC, I have made special optimizations."]
  implication["It can save a lot of tokens, but it is too expensive and I can’t afford to use claude anymore 😄"]
  thesis -->|frames| signal
  signal -->|develops| operator
  operator -->|lands in| implication

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