Working Notes on Agent Systems/Brad Zhang

@teach_fireworks / X longform

Claude Team released 73 official versions in 52 days! I looked at most of them from Cla...

Claude Team released 73 official versions in 52 days! I looked at most of them from ClaudeCode, and new features are launched almost every day. The underlying reason is that the...

March 25, 2026 · 1 min read

Claude Team released 73 official versions in 52 days!

I looked at most of them from ClaudeCode, and new features are launched almost every day.

The underlying reason is that the person in charge of CC has asked Claude to participate in development, deployment and launch.

This is why CC is so popular.

Last year, the revenue and growth brought by CC itself reached billions of dollars!

CC is almost the same as Manus.

It is a completely successful general agent.

Their R&D model and architectural design are worthy of reference for AI entrepreneurs.

This raises an interesting question: What kind of products or results will you create after having unlimited token usage rights for the first-tier model?

Don’t waste every token of a good model🤔

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FORMATTOPICCAPABILITYMARKETcoverssignalssignalssignalsFORMATlongform noteTOPICagentsCAPABILITYagent workflowCAPABILITYproduct surfaceCAPABILITYtechnical distribution
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flowchart LR
  format-long_post["longform note"]
  topic-agents["agents"]
  capability-agent-workflow["agent workflow"]
  capability-product-surface["product surface"]
  capability-technical-distribution["technical distribution"]
  format-long_post -->|covers| topic-agents
  format-long_post -->|signals| capability-agent-workflow
  format-long_post -->|signals| capability-product-surface
  format-long_post -->|signals| capability-technical-distribution

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Claude Team released 73 official versions in 52 days! I looked at most of them from C...THESISClaude Team released73 official versionsin 52 days! I lookedat most of them fromSIGNALClaude Team released73 official versionsin 52 days!OPERATORCC is almost the sameas Manus.IMPLICATIONDon’t waste everytoken of a goodmodel🤔
Mermaid outline
flowchart LR
  thesis["Claude Team released 73 official versions in 52 days! I looked at most of them from ClaudeCode, and new fea..."]
  signal["Claude Team released 73 official versions in 52 days!"]
  operator["CC is almost the same as Manus."]
  implication["Don’t waste every token of a good model🤔"]
  thesis -->|frames| signal
  signal -->|develops| operator
  operator -->|lands in| implication

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