Working Notes on Agent Systems/Brad Zhang

@teach_fireworks / X longform

At 20:00 on Thursday night, the 16th issue of our "Fireworks Night Talk" begins! The theme of this issue is

At 20:00 on Thursday night, the 16th issue of our "Fireworks Night Talk" begins! The theme of this issue is "Generating AI Workflow in One Sentence" - Video Account...

December 10, 2025 · 1 min read

At 20:00 on Thursday night, the 16th issue of our "Fireworks Night Talk" begins! The theme of this issue is
Figure 1 / source image

At 20:00 on Thursday night, the 16th issue of our "Fireworks Night Talk" begins! The theme of this issue is "Generating AI Workflow in One Sentence" - Video Account Live Broadcast: Welcome to scan the QR code to make an appointment. Refly officials will also be a guest in the fireworks night live broadcast room to participate and share, don’t miss it! In addition, Refly has officially prepared a total of 20 places for everyone. Ten will be drawn today and ten will be drawn on the night of the live broadcast. Requirements:

  • Registered with refly
  • Be in any community of a firework and make an appointment for the live broadcast. See you at 8 o'clock tomorrow night🤩🥳

Visual summary

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FORMATTOPICCAPABILITYMARKETcoverssignalsFORMATlongform noteTOPICagentsCAPABILITYagent workflow
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flowchart LR
  format-long_post["longform note"]
  topic-agents["agents"]
  capability-agent-workflow["agent workflow"]
  format-long_post -->|covers| topic-agents
  format-long_post -->|signals| capability-agent-workflow

Visual structure

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Built from summary and key paragraph positions

At 20:00 on Thursday night, the 16th issue of our "Fireworks Night Talk" begins! The...THESISAt 20:00 on Thursdaynight, the 16th issueof our "FireworksNight Talk" begins!SIGNALAt 20:00 on Thursdaynight, the 16th issueof our "FireworksNight Talk" begins!OPERATOR1. Registered withreflyIMPLICATION2. Be in any communityof a firework and makean appointment for thelive broadcast. See
Mermaid outline
flowchart LR
  thesis["At 20:00 on Thursday night, the 16th issue of our \"Fireworks Night Talk\" begins! The theme of this issue is..."]
  signal["At 20:00 on Thursday night, the 16th issue of our \"Fireworks Night Talk\" begins! The theme of this issue is..."]
  operator["1. Registered with refly"]
  implication["2. Be in any community of a firework and make an appointment for the live broadcast. See you at 8 o'clock t..."]
  thesis -->|frames| signal
  signal -->|develops| operator
  operator -->|lands in| implication

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