Working Notes on Agent Systems/Brad Zhang

@teach_fireworks / X longform

This skill shared by Teacher Qiao Mu is so useful! I just used it in ob. The general steps are as follows:

This skill shared by Teacher Qiao Mu is so useful! I just used it in ob. The general steps are as follows: 1. Let nbl add and specify the youtube video address. 2. Let nbl refer...

January 13, 2026 · 1 min read

This skill shared by Teacher Qiao Mu is so useful! I just used it in ob. The general steps are as follows:
Figure 1 / source image

This skill shared by Teacher Qiao Mu is so useful! I just used it in ob. The general steps are as follows:

  • Let nbl add and specify the youtube video address.
  • Let nbl refer to the prompt word template in the specified ob directory to generate the corresponding video interpretation content.
  • Place the generated interpretation content in the specified ob folder. The above process is fully automatic and so smooth! Pictures 1 and 2 are the operation process, and Picture 3 is the generated file.
Figure 2 / source image

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FORMATTOPICCAPABILITYMARKETcoverssignalsFORMATlongform noteTOPICai workbenchesCAPABILITYAI-native workbench
Mermaid outline
flowchart LR
  format-long_post["longform note"]
  topic-ai-workbenches["ai workbenches"]
  capability-ai-native-workbench["AI-native workbench"]
  format-long_post -->|covers| topic-ai-workbenches
  format-long_post -->|signals| capability-ai-native-workbench

Visual structure

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Built from summary and key paragraph positions

This skill shared by Teacher Qiao Mu is so useful! I just used it in ob. The general...THESISThis skill shared byTeacher Qiao Mu is souseful! I just used itin ob. The generalSIGNALThis skill shared byTeacher Qiao Mu is souseful! I just used itin ob. The generalOPERATOR2. Let nbl refer tothe prompt wordtemplate in thespecified ob directoryIMPLICATION3. Place the generatedinterpretation contentin the specified obfolder. The above
Mermaid outline
flowchart LR
  thesis["This skill shared by Teacher Qiao Mu is so useful! I just used it in ob. The general steps are as follows:..."]
  signal["This skill shared by Teacher Qiao Mu is so useful! I just used it in ob. The general steps are as follows:"]
  operator["2. Let nbl refer to the prompt word template in the specified ob directory to generate the corresponding vi..."]
  implication["3. Place the generated interpretation content in the specified ob folder. The above process is fully automa..."]
  thesis -->|frames| signal
  signal -->|develops| operator
  operator -->|lands in| implication

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