Working Notes on Agent Systems/Brad Zhang

@teach_fireworks / X longform

When I first started the YiYiYuHua community, one of my initial motivations was to give friends who love AI a

When I first started the YiYiYuHua community, one of my initial motivations was to give friends who love AI a place where they can communicate freely online, in a pure...

September 27, 2025 · 1 min read

When I first started the YiYiYuHua community, one of my initial motivations was to give friends who love AI a place where they can communicate freely online, in a pure and high-quality way.

I believe that small organizations have their necessity and vitality.

Many group members, like me, will spend a lot of time in different YiYiYuHua communities.

The advantage is that everyone can really exchange the latest information and their own ideas and products without hindrance.

However, because the communication is on WeChat, a lot of energy has to be spent on operation and maintenance, and there are also exams.

Consider the characteristics and activity of different communities.

Still on the road, but the original intention of a firework has not changed.

We are still working hard and exploring, hoping to find better ways to let this community serve everyone.

Visual summary

Article argument map

Generated from the post's content graph

FORMATTOPICCAPABILITYMARKETcoverssignalssignalsFORMATlongform noteTOPICagentic devtoolsCAPABILITYevaluationCAPABILITYproduct surface
Mermaid outline
flowchart LR
  format-long_post["longform note"]
  topic-agentic-devtools["agentic devtools"]
  capability-evaluation["evaluation"]
  capability-product-surface["product surface"]
  format-long_post -->|covers| topic-agentic-devtools
  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

When I first started the YiYiYuHua community, one of my initial motivations was to gi...THESISWhen I first startedthe YiYiYuHuacommunity, one of myinitial motivationsSIGNALWhen I first startedthe YiYiYuHuacommunity, one of myinitial motivationsOPERATORHowever, because thecommunication is onWeChat, a lot ofenergy has to be spentIMPLICATIONWe are still workinghard and exploring,hoping to find betterways to let this
Mermaid outline
flowchart LR
  thesis["When I first started the YiYiYuHua community, one of my initial motivations was to give friends who love AI..."]
  signal["When I first started the YiYiYuHua community, one of my initial motivations was to give friends who love AI..."]
  operator["However, because the communication is on WeChat, a lot of energy has to be spent on operation and maintenan..."]
  implication["We are still working hard and exploring, hoping to find better ways to let this community serve everyone."]
  thesis -->|frames| signal
  signal -->|develops| operator
  operator -->|lands in| implication

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