Working Notes on Agent Systems/Brad Zhang

@teach_fireworks / X longform

@huangyun_122 I very much agree, ๐Ÿ‘ Sometimes itโ€™s really just that one break. Even if...

@huangyun_122 I very much agree, ๐Ÿ‘ Sometimes itโ€™s really just that one break. Even if the same words were vaguely understood before, now a person who has obtained the results w...

November 24, 2025 ยท 1 min read

@huangyun_122 I very much agree, ๐Ÿ‘ Sometimes itโ€™s really just that one break.

Even if the same words were vaguely understood before, now a person who has obtained the results will say the same words, but he will also tell the context, explain clearly what pitfalls there will be, and where the words are used.

He will use his real experience to show you one by one, what you think and do.

This can never be obtained by reading a few books and videos.

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FORMATTOPICCAPABILITYMARKETcoversFORMATthread digestTOPICmemory
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flowchart LR
  format-thread["thread digest"]
  topic-memory["memory"]
  format-thread -->|covers| topic-memory

Visual structure

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@huangyun_122 I very much agree, ๐Ÿ‘ Sometimes itโ€™s really just that one break. Even i...THESIS@huangyun_122 I verymuch agree, ๐Ÿ‘Sometimes itโ€™s reallyjust that one break.SIGNAL@huangyun_122 I verymuch agree, ๐Ÿ‘Sometimes itโ€™s reallyjust that one break.OPERATORHe will use his realexperience to show youone by one, what youthink and do.IMPLICATIONThis can never beobtained by reading afew books and videos.
Mermaid outline
flowchart LR
  thesis["@huangyun_122 I very much agree, ๐Ÿ‘ Sometimes itโ€™s really just that one break. Even if the same words were..."]
  signal["@huangyun_122 I very much agree, ๐Ÿ‘ Sometimes itโ€™s really just that one break."]
  operator["He will use his real experience to show you one by one, what you think and do."]
  implication["This can never be obtained by reading a few books and videos."]
  thesis -->|frames| signal
  signal -->|develops| operator
  operator -->|lands in| implication

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