Working Notes on Agent Systems/Brad Zhang

@teach_fireworks / X longform

These two live treasures made me laugh all morning😄. But having said that, my opinion...

These two live treasures made me laugh all morning😄. But having said that, my opinion is that the previous separation between academia and engineering was due to the limitation...

July 31, 2025 · 1 min read

These two live treasures made me laugh all morning😄. But having said that, my opinion...
Figure 1 / source image

These two live treasures made me laugh all morning😄.

But having said that, my opinion is that the previous separation between academia and engineering was due to the limitations of productivity tools, which resulted in the results of academic research relying on a large number of engineering practices and a large number of engineers to practice the best engineering model.

This was reasonable in the past.

From the current perspective, only a few key academic achievements in large models can be made in a year.

Looking back, the results achieved in the AI ​​field in the past two years are all academic integration of engineering.

Especially after Manus, Cursor, and Augment have popularized the application of AI agents, model manufacturers have also quickly followed up on related capabilities, including internally they have gradually blurred the boundaries between research institutes and engineers.

To put it bluntly, the requirements for researchers are higher, because it is difficult for engineers to engage in academic research.

What do you think?

Figure 2 / source image

Visual summary

Article argument map

Generated from the post's content graph

FORMATTOPICCAPABILITYMARKETcoverscoverscoverscoverssignalssignalsFORMATlongform noteTOPICagentsTOPICtechnical distributionTOPICretrievalTOPICtoolingCAPABILITYagent workflowCAPABILITYproduct surface
Mermaid outline
flowchart LR
  format-long_post["longform note"]
  topic-agents["agents"]
  topic-technical-distribution["technical distribution"]
  topic-retrieval["retrieval"]
  topic-tooling["tooling"]
  capability-agent-workflow["agent workflow"]
  capability-product-surface["product surface"]
  format-long_post -->|covers| topic-agents
  format-long_post -->|covers| topic-technical-distribution
  format-long_post -->|covers| topic-retrieval
  format-long_post -->|covers| topic-tooling
  format-long_post -->|signals| capability-agent-workflow
  format-long_post -->|signals| capability-product-surface

Visual structure

Essay structure map

Built from summary and key paragraph positions

These two live treasures made me laugh all morning😄. But having said that, my opinio...THESISThese two livetreasures made melaugh all morning😄.But having said that,SIGNALThese two livetreasures made melaugh all morning😄.OPERATORLooking back, theresults achieved inthe AI ​​field in thepast two years are allIMPLICATIONWhat do you think?
Mermaid outline
flowchart LR
  thesis["These two live treasures made me laugh all morning😄. But having said that, my opinion is that the previous..."]
  signal["These two live treasures made me laugh all morning😄."]
  operator["Looking back, the results achieved in the AI ​​field in the past two years are all academic integration of..."]
  implication["What do you think?"]
  thesis -->|frames| signal
  signal -->|develops| operator
  operator -->|lands in| implication

Source: View the original post