Working Notes on Agent Systems/Brad Zhang

@teach_fireworks / X longform

Teacher Liu Ren writes so well! By the way, after I started ai coding, I haven’t seriou...

Teacher Liu Ren writes so well! By the way, after I started ai coding, I haven’t seriously read any literary books or written about my feelings for a long time. The full modalit...

June 1, 2026 · 1 min read

Teacher Liu Ren writes so well!

By the way, after I started ai coding, I haven’t seriously read any literary books or written about my feelings for a long time.

The full modality of human beings is not only a very exquisite complex system, but also can bring great emotions and great enjoyment.

This is something that AI cannot dynamically simulate through GPU in the short term.

It is always changing.

For example, I wrote this paragraph after reading Teacher Liu's article.

It is a complete freestyle expression.

It is actually a kind of empathic output, subjective and unique.

Visual summary

Article argument map

Generated from the post's content graph

FORMATTOPICCAPABILITYMARKETcoverssignalsFORMATlongform noteTOPICretrievalCAPABILITYtechnical writing
Mermaid outline
flowchart LR
  format-long_post["longform note"]
  topic-retrieval["retrieval"]
  capability-technical-writing["technical writing"]
  format-long_post -->|covers| topic-retrieval
  format-long_post -->|signals| capability-technical-writing

Visual structure

Essay structure map

Built from summary and key paragraph positions

Teacher Liu Ren writes so well! By the way, after I started ai coding, I haven’t seri...THESISTeacher Liu Ren writesso well! By the way,after I started aicoding, I haven’tSIGNALTeacher Liu Ren writesso well!OPERATORIt is always changing.IMPLICATIONIt is actually a kindof empathic output,subjective and unique.
Mermaid outline
flowchart LR
  thesis["Teacher Liu Ren writes so well! By the way, after I started ai coding, I haven’t seriously read any literar..."]
  signal["Teacher Liu Ren writes so well!"]
  operator["It is always changing."]
  implication["It is actually a kind of empathic output, subjective and unique."]
  thesis -->|frames| signal
  signal -->|develops| operator
  operator -->|lands in| implication

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