Working Notes on Agent Systems/Brad Zhang

@teach_fireworks / X longform

I just upgraded this skill tool for viewing YouTube AI videos. With one command, it can...

I just upgraded this skill tool for viewing YouTube AI videos. With one command, it can scan 15 top AI channels (Fireship, Two Minute Papers, Matt Wolfe, Wes Roth, etc.), automa...

March 25, 2026 · 1 min read

I just upgraded this skill tool for viewing YouTube AI videos.

With one command, it can scan 15 top AI channels (Fireship, Two Minute Papers, Matt Wolfe, Wes Roth, etc.), automatically filter out AI-related content in the past few days, with playback volume, duration, and links, and directly give you a list of things you can watch.

I ran a run yesterday and got all 11 videos on time, including Fireship’s 340,000-played military AI video and OpenAI’s exclusive analysis of shutting down Sora.

Not a single one was missed.

Warehouse address:

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FORMATTOPICCAPABILITYMARKETcoverscoverssignalsFORMATlongform noteTOPICai workbenchesTOPICtoolingCAPABILITYAI-native workbench
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  topic-ai-workbenches["ai workbenches"]
  topic-tooling["tooling"]
  capability-ai-native-workbench["AI-native workbench"]
  format-long_post -->|covers| topic-ai-workbenches
  format-long_post -->|covers| topic-tooling
  format-long_post -->|signals| capability-ai-native-workbench

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Built from summary and key paragraph positions

I just upgraded this skill tool for viewing YouTube AI videos. With one command, it c...THESISI just upgraded thisskill tool for viewingYouTube AI videos.With one command, itSIGNALI just upgraded thisskill tool for viewingYouTube AI videos.OPERATORI ran a run yesterdayand got all 11 videoson time, includingFireship’sIMPLICATIONWarehouse address:
Mermaid outline
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  thesis["I just upgraded this skill tool for viewing YouTube AI videos. With one command, it can scan 15 top AI chan..."]
  signal["I just upgraded this skill tool for viewing YouTube AI videos."]
  operator["I ran a run yesterday and got all 11 videos on time, including Fireship’s 340,000-played military AI video..."]
  implication["Warehouse address:"]
  thesis -->|frames| signal
  signal -->|develops| operator
  operator -->|lands in| implication

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