Working Notes on Agent Systems/Brad Zhang

@teach_fireworks / X longform

Participation method: 0. Follow the public account: A Firework AI, Advanced Group 1. Su...

Participation method: 0. Follow the public account: A Firework AI, Advanced Group 1. Submit event application: 2. Log in to the Step Star Open Platform for development, both API...

December 18, 2025 · 1 min read

Participation method:

  • Follow the public account: A Firework AI, Advanced Group
  • Submit event application:
  • Log in to the Step Star Open Platform for development, both API and MCP are optional: Usage Guide:
  • Submit case and self-media release link. Publish the video to Xiaohongshu (@ Step Stars, with the topic #Step Stars #AI mobile phone), and backfill the link to the collection form:

Visual summary

Article argument map

Generated from the post's content graph

FORMATTOPICCAPABILITYMARKETcoverssignalsFORMATlongform noteTOPICagentic devtoolsCAPABILITYagent workflow
Mermaid outline
flowchart LR
  format-long_post["longform note"]
  topic-agentic-devtools["agentic devtools"]
  capability-agent-workflow["agent workflow"]
  format-long_post -->|covers| topic-agentic-devtools
  format-long_post -->|signals| capability-agent-workflow

Visual structure

Essay structure map

Built from summary and key paragraph positions

Participation method: 0. Follow the public account: A Firework AI, Advanced Group 1....THESISParticipation method:0. Follow the publicaccount: A FireworkAI, Advanced Group 1.SIGNALParticipation method:OPERATOR1. Submit eventapplication:IMPLICATION3. Submit case andself-media releaselink. Publish thevideo to Xiaohongshu
Mermaid outline
flowchart LR
  thesis["Participation method: 0. Follow the public account: A Firework AI, Advanced Group 1. Submit event applicati..."]
  signal["Participation method:"]
  operator["1. Submit event application:"]
  implication["3. Submit case and self-media release link. Publish the video to Xiaohongshu (@ Step Stars, with the topic..."]
  thesis -->|frames| signal
  signal -->|develops| operator
  operator -->|lands in| implication

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