Working Notes on Agent Systems/Brad Zhang

@teach_fireworks / X longform

This article about CC's latest special effects dynamic workflow is very detailed. You c...

This article about CC's latest special effects dynamic workflow is very detailed. You can read it. It also mentions Subagent. My opinion is that at least in the enterprise scena...

May 29, 2026 · 1 min read

This article about CC's latest special effects dynamic workflow is very detailed.

You can read it.

It also mentions Subagent.

My opinion is that at least in the enterprise scenario, the token cost and business SOP are relatively stable, and the enterprise data is structured most of the time.

The role of AI business is unlikely to overwhelmingly replace the system form under the Internet mode.

Pragmatically speaking, all appropriate methods can be used comprehensively without the need to fully pressure the agent.

The capabilities of the large model itself are increasing.

Some businesses are suitable for AI workflow, and some are only suitable for AI workflow.

A few simple function calls can be combined with the existing system.

Of course, there are also heavier agents, long task ones, and scheduled ones.

The arsenal of AI weapons is getting richer and richer, which is a good thing.

It is a science to match and combine according to the target.

Visual summary

Article argument map

Generated from the post's content graph

FORMATTOPICCAPABILITYMARKETcoverscoverssignalsFORMATlongform noteTOPICagentsTOPICretrievalCAPABILITYagent workflow
Mermaid outline
flowchart LR
  format-long_post["longform note"]
  topic-agents["agents"]
  topic-retrieval["retrieval"]
  capability-agent-workflow["agent workflow"]
  format-long_post -->|covers| topic-agents
  format-long_post -->|covers| topic-retrieval
  format-long_post -->|signals| capability-agent-workflow

Visual structure

Essay structure map

Built from summary and key paragraph positions

This article about CC's latest special effects dynamic workflow is very detailed. You...THESISThis article aboutCC's latest specialeffects dynamicworkflow is verySIGNALThis article aboutCC's latest specialeffects dynamicworkflow is veryOPERATORThe capabilities ofthe large model itselfare increasing.IMPLICATIONIt is a science tomatch and combineaccording to thetarget.
Mermaid outline
flowchart LR
  thesis["This article about CC's latest special effects dynamic workflow is very detailed. You can read it. It also..."]
  signal["This article about CC's latest special effects dynamic workflow is very detailed."]
  operator["The capabilities of the large model itself are increasing."]
  implication["It is a science to match and combine according to the target."]
  thesis -->|frames| signal
  signal -->|develops| operator
  operator -->|lands in| implication

Source: View the original post