Working Notes on Agent Systems/Brad Zhang

@teach_fireworks / X longform

I’m really helpless. In order to maintain the purity of all my posts, I turned into a p...

I’m really helpless. In order to maintain the purity of all my posts, I turned into a pornographic reporting warrior😅I report an average of almost 100 pornographic bot comments...

May 23, 2026 · 2 min read

I’m really helpless. In order to maintain the purity of all my posts, I turned into a p...
Figure 1 / source image

I’m really helpless.

In order to maintain the purity of all my posts, I turned into a pornographic reporting warrior😅I report an average of almost 100 pornographic bot comments every day!

It’s ironic when you think about it.

Musk himself is a veteran of the AI ​​industry and a pioneer of hard-core technology.

SpaceX is about to IPO.

He is willing to spend tens of billions of dollars to buy Twitter, and he also attaches great importance to this communication platform.

Of course, the Chinese Twitter circle is really nothing in his world, and the British Twitter circle is the mainstream, and there will be no weird things.

Although the Chinese community is a niche, there are still many outstanding creators and bloggers.

I have witnessed several cultural breakouts with my own eyes.

Their tweets, works and projects are spread around the world.

This is really a great thing!

This is also one of the motivations for me to continue posting content on X.

Some excellent bloggers have simply moved to the British recommendation circle and only post in English.

This is also a pity.

I don’t know how the Chinese recommendation circle as a whole will develop in the future.

At least a good content recommendation mechanism and protection mechanism should be in place.

In addition to the proliferation of pornographic bots in the Chinese circle of If possible, you can use codex or CC to replace the current manual team and do some optimization.

It seems that X should be like Meta, and there will be another major layoff.

Figure 2 / source image

Visual summary

Article argument map

Generated from the post's content graph

FORMATTOPICCAPABILITYMARKETcoverssignalssignalssignalsFORMATlongform noteTOPICretrievalCAPABILITYdeveloper toolingCAPABILITYtechnical writingMARKETopen-source builders
Mermaid outline
flowchart LR
  format-long_post["longform note"]
  topic-retrieval["retrieval"]
  capability-developer-tooling["developer tooling"]
  capability-technical-writing["technical writing"]
  market-open-source-builders["open-source builders"]
  format-long_post -->|covers| topic-retrieval
  format-long_post -->|signals| capability-developer-tooling
  format-long_post -->|signals| capability-technical-writing
  format-long_post -->|signals| market-open-source-builders

Visual structure

Essay structure map

Built from summary and key paragraph positions

I’m really helpless. In order to maintain the purity of all my posts, I turned into a...THESISI’m really helpless.In order to maintainthe purity of all myposts, I turned into aSIGNALI’m really helpless.OPERATORTheir tweets, worksand projects arespread around theworld.IMPLICATIONIt seems that X shouldbe like Meta, andthere will be anothermajor layoff.
Mermaid outline
flowchart LR
  thesis["I’m really helpless. In order to maintain the purity of all my posts, I turned into a pornographic reportin..."]
  signal["I’m really helpless."]
  operator["Their tweets, works and projects are spread around the world."]
  implication["It seems that X should be like Meta, and there will be another major layoff."]
  thesis -->|frames| signal
  signal -->|develops| operator
  operator -->|lands in| implication

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