Working Notes on Agent Systems/Brad Zhang

@teach_fireworks / X longform

GLM 5.2 is really the best. I have deeply tested long tasks, complex plans, millions of...

GLM 5.2 is really the best. I have deeply tested long tasks, complex plans, millions of contexts, and front-end coding capabilities. Except for slightly worse tool use, it can a...

June 17, 2026 · 1 min read

GLM 5.2 is really the best. I have deeply tested long tasks, complex plans, millions of...
Figure 1 / source image

GLM

  • 2 is really the best. I have deeply tested long tasks, complex plans, millions of contexts, and front-end coding capabilities. Except for slightly worse tool use, it can almost equal opus
  • For a serious developer like me, the benefits are real: you can save a lot of money, you won’t be stuck, you have more choices, and you can play more games.
Figure 2 / source image

Visual summary

Article argument map

Generated from the post's content graph

FORMATTOPICCAPABILITYMARKETcoverscoverssignalsFORMATmedia dispatchTOPICmemoryTOPICtoolingCAPABILITYdeveloper tooling
Mermaid outline
flowchart LR
  format-image_post["media dispatch"]
  topic-memory["memory"]
  topic-tooling["tooling"]
  capability-developer-tooling["developer tooling"]
  format-image_post -->|covers| topic-memory
  format-image_post -->|covers| topic-tooling
  format-image_post -->|signals| capability-developer-tooling

Visual structure

Essay structure map

Built from summary and key paragraph positions

GLM 5.2 is really the best. I have deeply tested long tasks, complex plans, millions...THESISGLM 5.2 is really thebest. I have deeplytested long tasks,complex plans,SIGNALGLMOPERATOR5.2 is really thebest. I have deeplytested long tasks,complex plans,IMPLICATION4. For a seriousdeveloper like me, thebenefits are real: youcan save a lot of
Mermaid outline
flowchart LR
  thesis["GLM 5.2 is really the best. I have deeply tested long tasks, complex plans, millions of contexts, and front..."]
  signal["GLM"]
  operator["5.2 is really the best. I have deeply tested long tasks, complex plans, millions of contexts, and front-end..."]
  implication["4. For a serious developer like me, the benefits are real: you can save a lot of money, you won’t be stuck,..."]
  thesis -->|frames| signal
  signal -->|develops| operator
  operator -->|lands in| implication

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