Working Notes on Agent Systems/Brad Zhang

@teach_fireworks / X longform

Breaking notice! This afternoon we will choose the opportunity to distribute benefits t...

Breaking notice! This afternoon we will choose the opportunity to distribute benefits to group members in various major communities ๐ŸŽ‰ From now until the Chinese New Year, we wi...

December 26, 2025 ยท 1 min read

Breaking notice!

This afternoon we will choose the opportunity to distribute benefits to group members in various major communities ๐ŸŽ‰ From now until the Chinese New Year, we will continue to distribute various forms of benefits to everyone in the Fireworks community.

A large wave of community-exclusive services are about to arrive.

Friends who have not joined the group must do so.

What you see is what you earn.

Follow the community public account: A Fireworks AI and choose to join the group

Visual summary

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FORMATTOPICCAPABILITYMARKETcoversFORMATshort signalTOPICagentic devtools
Mermaid outline
flowchart LR
  format-short_note["short signal"]
  topic-agentic-devtools["agentic devtools"]
  format-short_note -->|covers| topic-agentic-devtools

Visual structure

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Built from summary and key paragraph positions

Breaking notice! This afternoon we will choose the opportunity to distribute benefits...THESISBreaking notice! Thisafternoon we willchoose the opportunityto distribute benefitsSIGNALBreaking notice!OPERATORFriends who have notjoined the group mustdo so.IMPLICATIONFollow the communitypublic account: AFireworks AI andchoose to join the
Mermaid outline
flowchart LR
  thesis["Breaking notice! This afternoon we will choose the opportunity to distribute benefits to group members in v..."]
  signal["Breaking notice!"]
  operator["Friends who have not joined the group must do so."]
  implication["Follow the community public account: A Fireworks AI and choose to join the group"]
  thesis -->|frames| signal
  signal -->|develops| operator
  operator -->|lands in| implication

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