Working Notes on Agent Systems/Brad Zhang

@teach_fireworks / X longform

This skill is so useful! Automatically update and recommend skills for you!! skills-upd...

This skill is so useful! Automatically update and recommend skills for you!! skills-updater 1 Manually trigger skills-updater and check whether the currently installed skill has...

January 21, 2026 · 1 min read

This skill is so useful! Automatically update and recommend skills for you!! skills-upd...
Figure 1 / source image

This skill is so useful!

Automatically update and recommend skills for you!!

skills-updater 1 Manually trigger skills-updater and check whether the currently installed skill has been updated.

2 If there is an update, skills-updater will automatically install the latest version.

3 Let skills-updater recommend the skills that are most suitable for you.

This skill is open source.

If you like it, please like it and star it:

Figure 2 / source image

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FORMATTOPICCAPABILITYMARKETcoverssignalssignalsFORMATlongform noteTOPICai workbenchesCAPABILITYAI-native workbenchMARKETopen-source builders
Mermaid outline
flowchart LR
  format-long_post["longform note"]
  topic-ai-workbenches["ai workbenches"]
  capability-ai-native-workbench["AI-native workbench"]
  market-open-source-builders["open-source builders"]
  format-long_post -->|covers| topic-ai-workbenches
  format-long_post -->|signals| capability-ai-native-workbench
  format-long_post -->|signals| market-open-source-builders

Visual structure

Essay structure map

Built from summary and key paragraph positions

This skill is so useful! Automatically update and recommend skills for you!! skills-u...THESISThis skill is souseful! Automaticallyupdate and recommendskills for you!!SIGNALThis skill is souseful!OPERATOR2 If there is anupdate, skills-updaterwill automaticallyinstall the latestIMPLICATIONIf you like it, pleaselike it and star it:
Mermaid outline
flowchart LR
  thesis["This skill is so useful! Automatically update and recommend skills for you!! skills-updater 1 Manually trig..."]
  signal["This skill is so useful!"]
  operator["2 If there is an update, skills-updater will automatically install the latest version."]
  implication["If you like it, please like it and star it:"]
  thesis -->|frames| signal
  signal -->|develops| operator
  operator -->|lands in| implication

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