Working Notes on Agent Systems/Brad Zhang

@teach_fireworks / X longform

Choose Dify if: Your team is a startup or an agile team that pursues high iteration speed and values ​​the efficiency of conversion from ideas to products.

Choose Dify if: Your team is a startup or an agile team that pursues high iteration speed and values ​​the efficiency of conversion from ideas to products. Your team's technolog...

July 28, 2025 · 1 min read

Choose Dify if: Your team is a startup or an agile team that pursues high iteration speed and values ​​the efficiency of conversion from ideas to products.

Your team's technology stack is centered on Python, and you hope to make full use of Python's ecological advantages in the field of AI.

You need a production-grade solution that works “out of the box” with strong community support and a wealth of public knowledge to reduce discovery costs and long-term risk.

Your core requirement is to build complex, tooled single agents and require a highly tunable Excellent RAG pipeline to ensure question and answer quality.

You prefer an integrated, unified development and operation experience, and team members need to be responsible for the entire life cycle of the application.

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FORMATTOPICCAPABILITYMARKETcoverscoverscoverssignalssignalssignalssignalsFORMATlongform noteTOPICagentsTOPICretrievalTOPICtoolingCAPABILITYagent workflowCAPABILITYevaluationCAPABILITYproduct surfaceMARKETAI startup
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  topic-retrieval["retrieval"]
  topic-tooling["tooling"]
  capability-agent-workflow["agent workflow"]
  capability-evaluation["evaluation"]
  capability-product-surface["product surface"]
  market-ai-startup["AI startup"]
  format-long_post -->|covers| topic-agents
  format-long_post -->|covers| topic-retrieval
  format-long_post -->|covers| topic-tooling
  format-long_post -->|signals| capability-agent-workflow
  format-long_post -->|signals| capability-evaluation
  format-long_post -->|signals| capability-product-surface
  format-long_post -->|signals| market-ai-startup

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Built from summary and key paragraph positions

Choose Dify if: Your team is a startup or an agile team that pursues high iteration s...THESISChoose Dify if: Yourteam is a startup oran agile team thatpursues high iterationSIGNALChoose Dify if: Yourteam is a startup oran agile team thatpursues high iterationOPERATORYou need aproduction-gradesolution that works“out of the box” withIMPLICATIONYou prefer anintegrated, unifieddevelopment andoperation experience,
Mermaid outline
flowchart LR
  thesis["Choose Dify if: Your team is a startup or an agile team that pursues high iteration speed and values ​​the..."]
  signal["Choose Dify if: Your team is a startup or an agile team that pursues high iteration speed and values ​​the..."]
  operator["You need a production-grade solution that works “out of the box” with strong community support and a wealth..."]
  implication["You prefer an integrated, unified development and operation experience, and team members need to be respons..."]
  thesis -->|frames| signal
  signal -->|develops| operator
  operator -->|lands in| implication

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