Working Notes on Agent Systems/Brad Zhang

@teach_fireworks / X longform

3 Use AI Agent to generate workflows: In the workflow construction platform, Agents can be used to generate

3 Use AI Agent to generate workflows: In the workflow construction platform, Agents can be used to generate workflows from natural language descriptions, which can then...

July 25, 2025 · 1 min read

3 Use AI Agent to generate workflows: In the workflow construction platform, Agents can be used to generate workflows from natural language descriptions, which can then be edited by users.

  • Use AIAgent as a workflow discovery engine: Agent can help discover new workflows by saving successful task executions as new golden workflows. These workflows can then be used as training data to continuously improve the Agent over time.

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FORMATTOPICCAPABILITYMARKETcoverssignalsFORMATthread digestTOPICagentsCAPABILITYagent workflow
Mermaid outline
flowchart LR
  format-thread["thread digest"]
  topic-agents["agents"]
  capability-agent-workflow["agent workflow"]
  format-thread -->|covers| topic-agents
  format-thread -->|signals| capability-agent-workflow

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Essay structure map

Built from summary and key paragraph positions

3 Use AI Agent to generate workflows: In the workflow construction platform, Agents c...THESIS3 Use AI Agent togenerate workflows: Inthe workflowconstruction platform,SIGNAL3 Use AI Agent togenerate workflows: Inthe workflowconstruction platform,OPERATOR4. Use AIAgent as aworkflow discoveryengine: Agent can helpdiscover new workflowsIMPLICATION4. Use AIAgent as aworkflow discoveryengine: Agent can helpdiscover new workflows
Mermaid outline
flowchart LR
  thesis["3 Use AI Agent to generate workflows: In the workflow construction platform, Agents can be used to generate..."]
  signal["3 Use AI Agent to generate workflows: In the workflow construction platform, Agents can be used to generate..."]
  operator["4. Use AIAgent as a workflow discovery engine: Agent can help discover new workflows by saving successful t..."]
  implication["4. Use AIAgent as a workflow discovery engine: Agent can help discover new workflows by saving successful t..."]
  thesis -->|frames| signal
  signal -->|develops| operator
  operator -->|lands in| implication

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