Working Notes on Agent Systems/Brad Zhang

@teach_fireworks / X longform

@Xin_Jin1018 I basically agree. I actually only use cc➕gpt 5.6 to run dynamic workflows. Codex does not have

@Xin_Jin1018 I basically agree. I actually only use cc➕gpt 5.6 to run dynamic workflows. Codex does not have this feature. Ultra just uses subagent mechanically. They...

July 13, 2026 · 1 min read

@Xin_Jin1018 I basically agree. I actually only use cc➕gpt 5.6 to run dynamic workflows. Codex does not have this feature. Ultra just uses subagent mechanically. They should improve it in the next few days.

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FORMATTOPICCAPABILITYMARKETcoverssignalsFORMATthread digestTOPICagentsCAPABILITYagent workflow
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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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Built from summary and key paragraph positions

@Xin_Jin1018 I basically agree. I actually only use cc➕gpt 5.6 to run dynamic workflo...THESIS@Xin_Jin1018 Ibasically agree. Iactually only usecc➕gpt 5.6 to runSIGNAL@Xin_Jin1018 Ibasically agree. Iactually only usecc➕gpt 5.6 to runOPERATOR@Xin_Jin1018 Ibasically agree. Iactually only usecc➕gpt 5.6 to runIMPLICATION@Xin_Jin1018 Ibasically agree. Iactually only usecc➕gpt 5.6 to run
Mermaid outline
flowchart LR
  thesis["@Xin_Jin1018 I basically agree. I actually only use cc➕gpt 5.6 to run dynamic workflows. Codex does not hav..."]
  signal["@Xin_Jin1018 I basically agree. I actually only use cc➕gpt 5.6 to run dynamic workflows. Codex does not hav..."]
  operator["@Xin_Jin1018 I basically agree. I actually only use cc➕gpt 5.6 to run dynamic workflows. Codex does not hav..."]
  implication["@Xin_Jin1018 I basically agree. I actually only use cc➕gpt 5.6 to run dynamic workflows. Codex does not hav..."]
  thesis -->|frames| signal
  signal -->|develops| operator
  operator -->|lands in| implication

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