Working Notes on Agent Systems/Brad Zhang

@teach_fireworks / X longform

In the past few days, I have been in some communities dedicated to the growth of An amateur means that you

In the past few days, I have been in some communities dedicated to the growth of An amateur means that you have no πŸ‚πŸΊ experience (made or lost a lot of money), have not...

November 20, 2025 Β· 2 min read

In the past few days, I have been in some communities dedicated to the growth of An amateur means that you have no πŸ‚πŸΊ experience (made or lost a lot of money), have not left a mark on the Internet in the past (Weibo, video account, public account, published a book...), do not have a πŸ‚πŸΊ resume (executive of a big factory, Ivy League school, xx competition champion...), in summary, you have no experience on x The thing that makes people remember at first sight is pure amateurs, such as people like me πŸ˜‚ 2 As an amateur AI blogger, the most popular content currently is AI product teaching and case sharing.

Are there any benefits?

This is a quick start.

Most of my content has been outputting more serious opinions, analysis, etc., even if the content quality is good, but no one reads it, because the views of amateurs are not disseminable.

4 I forgot that when doing self-media, especially , failed to master the balance.

5 It was a big mistake to copy the experience of making content on other platforms and output it on Community, this is my selling point, It should also serve these three points 8 Some good practices are not recorded regularly, similar to review 9 You can read my previous content, some small tips 10 It’s too shameful, a bit pretentious.

I know that I am an amateur, so I should be more down-to-earth and experience the content in a form that I like.

πŸ€¦β€β™‚οΈ I am currently hitting 300 subscriptions.

If you find it useful, please give it a follow.

Visual summary

Article argument map

Generated from the post's content graph

FORMATTOPICCAPABILITYMARKETcoverssignalssignalssignalsFORMATlongform noteTOPIClong running agentsCAPABILITYlong-running agentsCAPABILITYevaluationCAPABILITYproduct surface
Mermaid outline
flowchart LR
  format-long_post["longform note"]
  topic-long-running-agents["long running agents"]
  capability-long-running-agents["long-running agents"]
  capability-evaluation["evaluation"]
  capability-product-surface["product surface"]
  format-long_post -->|covers| topic-long-running-agents
  format-long_post -->|signals| capability-long-running-agents
  format-long_post -->|signals| capability-evaluation
  format-long_post -->|signals| capability-product-surface

Visual structure

Essay structure map

Built from summary and key paragraph positions

In the past few days, I have been in some communities dedicated to the growth of An a...THESISIn the past few days,I have been in somecommunities dedicatedto the growth of AnSIGNALIn the past few days,I have been in somecommunities dedicatedto the growth of AnOPERATOR4 I forgot that whendoing self-media,especially , failed tomaster the balance.IMPLICATIONIf you find it useful,please give it afollow.
Mermaid outline
flowchart LR
  thesis["In the past few days, I have been in some communities dedicated to the growth of An amateur means that you..."]
  signal["In the past few days, I have been in some communities dedicated to the growth of An amateur means that you..."]
  operator["4 I forgot that when doing self-media, especially , failed to master the balance."]
  implication["If you find it useful, please give it a follow."]
  thesis -->|frames| signal
  signal -->|develops| operator
  operator -->|lands in| implication

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