Working Notes on Agent Systems/Brad Zhang

@teach_fireworks / X longform

At 20:00 on Thursday night, the ninth issue of our "Fireworks Night Talk" begins! This...

At 20:00 on Thursday night, the ninth issue of our "Fireworks Night Talk" begins! This event will be broadcast live on the video account. You are welcome to scan the QR code to...

September 24, 2025 · 1 min read

At 20:00 on Thursday night, the ninth issue of our "Fireworks Night Talk" begins! This...
Figure 1 / source image

At 20:00 on Thursday night, the ninth issue of our "Fireworks Night Talk" begins!

This event will be broadcast live on the video account.

You are welcome to scan the QR code to make a reservation.

Topic 1: "Exhibition experience" at the 2025 Yunqi Conference?

  • What are the eye-catching/dazzling product/technology displays and sharing of your experience attending/visiting the exhibition at the 2025 Yunqi Conference?
  • Are AI cases in various industries “really useful” or “showing off muscles”?

What common pain points do they solve?

  • How do individual developers and small teams find their own track in the Dachang Cloud Ecosystem?

Should we focus on developing Agent applications for specific scenarios, or should we focus on fine-tuning and optimization based on open source models?

Topic 2: Interpretation of Alibaba DeepResearch open source technology: Is it technology equality or future impact?

  • Let AI write a research report, how do you know if what it says is correct?

How to check the conclusions and citation sources generated by AI like checking a paper?

  • How to prevent DeepResearch from generating misleading information or amplifying existing biases?
  • What does it mean for Alibaba to open source DeepResearch?

Will the market research and consulting industries disappear, or will they create new opportunities?

How can ordinary companies and researchers get on board?

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Generated from the post's content graph

FORMATTOPICCAPABILITYMARKETcoverscoverscoverssignalssignalssignalssignalssignalsFORMATlongform noteTOPICagentsTOPICtechnical distributionTOPICretrievalCAPABILITYagent workflowCAPABILITYdeveloper toolingCAPABILITYevaluationCAPABILITYproduct surfaceMARKETopen-source builders
Mermaid outline
flowchart LR
  format-long_post["longform note"]
  topic-agents["agents"]
  topic-technical-distribution["technical distribution"]
  topic-retrieval["retrieval"]
  capability-agent-workflow["agent workflow"]
  capability-developer-tooling["developer tooling"]
  capability-evaluation["evaluation"]
  capability-product-surface["product surface"]
  market-open-source-builders["open-source builders"]
  format-long_post -->|covers| topic-agents
  format-long_post -->|covers| topic-technical-distribution
  format-long_post -->|covers| topic-retrieval
  format-long_post -->|signals| capability-agent-workflow
  format-long_post -->|signals| capability-developer-tooling
  format-long_post -->|signals| capability-evaluation
  format-long_post -->|signals| capability-product-surface
  format-long_post -->|signals| market-open-source-builders

Visual structure

Essay structure map

Built from summary and key paragraph positions

At 20:00 on Thursday night, the ninth issue of our "Fireworks Night Talk" begins! Thi...THESISAt 20:00 on Thursdaynight, the ninth issueof our "FireworksNight Talk" begins!SIGNALAt 20:00 on Thursdaynight, the ninth issueof our "FireworksNight Talk" begins!OPERATORShould we focus ondeveloping Agentapplications forspecific scenarios, orIMPLICATIONHow can ordinarycompanies andresearchers get onboard?
Mermaid outline
flowchart LR
  thesis["At 20:00 on Thursday night, the ninth issue of our \"Fireworks Night Talk\" begins! This event will be broadc..."]
  signal["At 20:00 on Thursday night, the ninth issue of our \"Fireworks Night Talk\" begins!"]
  operator["Should we focus on developing Agent applications for specific scenarios, or should we focus on fine-tuning..."]
  implication["How can ordinary companies and researchers get on board?"]
  thesis -->|frames| signal
  signal -->|develops| operator
  operator -->|lands in| implication

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