Working Notes on Agent Systems/Brad Zhang

@teach_fireworks / X longform

@Samking207 I use claude code so basically I use lots of subagent,dynamic workflows, during that time, it

@Samking207 I use claude code so basically I use lots of subagent,dynamic workflows, during that time, it will call some tools like browser, cli tools , i got some issue...

June 17, 2026 · 1 min read

@Samking207 I use claude code so basically I use lots of subagent,dynamic workflows, during that time, it will call some tools like browser, cli tools , i got some issue about cli tool use, glm 5.2 seems got stuck when calling that cli with specific command

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FORMATTOPICCAPABILITYMARKETcoverscoverssignalssignalsFORMATthread digestTOPICagentsTOPICtoolingCAPABILITYagent workflowCAPABILITYdeveloper tooling
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flowchart LR
  format-thread["thread digest"]
  topic-agents["agents"]
  topic-tooling["tooling"]
  capability-agent-workflow["agent workflow"]
  capability-developer-tooling["developer tooling"]
  format-thread -->|covers| topic-agents
  format-thread -->|covers| topic-tooling
  format-thread -->|signals| capability-agent-workflow
  format-thread -->|signals| capability-developer-tooling

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@Samking207 I use claude code so basically I use lots of subagent,dynamic workflows,...THESIS@Samking207 I useclaude code sobasically I use lotsof subagent,dynamicSIGNAL@Samking207 I useclaude code sobasically I use lotsof subagent,dynamicOPERATOR@Samking207 I useclaude code sobasically I use lotsof subagent,dynamicIMPLICATION@Samking207 I useclaude code sobasically I use lotsof subagent,dynamic
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  thesis["@Samking207 I use claude code so basically I use lots of subagent,dynamic workflows, during that time, it w..."]
  signal["@Samking207 I use claude code so basically I use lots of subagent,dynamic workflows, during that time, it w..."]
  operator["@Samking207 I use claude code so basically I use lots of subagent,dynamic workflows, during that time, it w..."]
  implication["@Samking207 I use claude code so basically I use lots of subagent,dynamic workflows, during that time, it w..."]
  thesis -->|frames| signal
  signal -->|develops| operator
  operator -->|lands in| implication

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