Working Notes on Agent Systems/Brad Zhang

@teach_fireworks / X longform

Data persistence and infrastructure Dify: During self-hosted deployment, you need to rely on multiple external data stores.

Data persistence and infrastructure Dify: During self-hosted deployment, you need to rely on multiple external data stores. Its docker-compose.yaml file and Alibaba...

July 27, 2025 · 1 min read

Data persistence and infrastructure Dify: During self-hosted deployment, you need to rely on multiple external data stores. Its docker-compose.yaml file and Alibaba Cloud's deployment documentation clearly indicate the following requirements: Relational database: PostgreSQL. Cache/message queue: Redis (corresponding to Tair on Alibaba Cloud). Vector Database: Supports a very wide range of options, including AnalyticDB, Milvus, Weaviate, Qdrant, PGVector, and more

  • . This flexibility is a core strength of Dify. Coze: its open source The documentation for the version is vague about the external databases required. It provides a built-in "database" functionality that allows users to manage structured data through natural language (NL2SQL) or workflow nodes. This seems to be a high-level abstraction of the underlying database. Although it simplifies operations for end users, it may hide underlying infrastructure requirements for platform operators. Coze's documentation focuses more on describing the capabilities it provides rather than specific technical implementations.

Visual summary

Article argument map

Generated from the post's content graph

FORMATTOPICCAPABILITYMARKETcoverssignalssignalssignalsFORMATlongform noteTOPICagentsCAPABILITYagent workflowCAPABILITYtechnical writingMARKETopen-source builders
Mermaid outline
flowchart LR
  format-long_post["longform note"]
  topic-agents["agents"]
  capability-agent-workflow["agent workflow"]
  capability-technical-writing["technical writing"]
  market-open-source-builders["open-source builders"]
  format-long_post -->|covers| topic-agents
  format-long_post -->|signals| capability-agent-workflow
  format-long_post -->|signals| capability-technical-writing
  format-long_post -->|signals| market-open-source-builders

Visual structure

Essay structure map

Built from summary and key paragraph positions

Data persistence and infrastructure Dify: During self-hosted deployment, you need to...THESISData persistence andinfrastructure Dify:During self-hosteddeployment, you needSIGNALData persistence andinfrastructure Dify:During self-hosteddeployment, you needOPERATOR(18). This flexibilityis a core strength ofDify. Coze: its opensource TheIMPLICATION(18). This flexibilityis a core strength ofDify. Coze: its opensource The
Mermaid outline
flowchart LR
  thesis["Data persistence and infrastructure Dify: During self-hosted deployment, you need to rely on multiple exter..."]
  signal["Data persistence and infrastructure Dify: During self-hosted deployment, you need to rely on multiple exter..."]
  operator["(18). This flexibility is a core strength of Dify. Coze: its open source The documentation for the version..."]
  implication["(18). This flexibility is a core strength of Dify. Coze: its open source The documentation for the version..."]
  thesis -->|frames| signal
  signal -->|develops| operator
  operator -->|lands in| implication

Source: View the original post