Working Notes on Agent Systems/Brad Zhang

@teach_fireworks / X longform

This skill specifically for blowing πŸ‚πŸΊ is so useful! hhhh chuinb-skill can help you s...

This skill specifically for blowing πŸ‚πŸΊ is so useful! hhhh chuinb-skill can help you search, analyze, download pictures, video clips, and simulate corresponding scene conversat...

January 22, 2026 Β· 1 min read

This skill specifically for blowing πŸ‚πŸΊ is so useful! hhhh chuinb-skill can help you s...
Figure 1 / source image

This skill specifically for blowing πŸ‚πŸΊ is so useful!

hhhh chuinb-skill can help you search, analyze, download pictures, video clips, and simulate corresponding scene conversations in one sentence, so that you can brag with ease on any occasionπŸ‚πŸΊ Already open source: Imagine these scenarios: You want to talk to investors about blockchain next week, but you don’t understand it at all?

Want to switch to the new energy industry and need to quickly understand the entire industry?

A friend invites you to talk about coffee culture.

Do you want to appear knowledgeable?

chuinb-skill will help you: 1 Explain the essence of the industry in the simplest language (even a 12-year-old child can understand it) 2 Teach you industry slang and let you speak like an expert 3 Introduce key figures and classic cases that you must know 4 Generate beautiful pictures and videos to make learning more vivid 5 Provide flashcards and tests to help you consolidate your memory 6 Finally save it as a note that can be read at any time Now, start your performance, showtime!!

The picture content is two examples of my tests: "How to Become a Professional Film Critic" and "A Quick Guide to the Whiskey Industry"

Figure 2 / source image

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FORMATTOPICCAPABILITYMARKETcoverscoverscoverscoverscoverssignalssignalssignalsFORMATlongform noteTOPICai workbenchesTOPICtechnical distributionTOPICmemoryTOPICretrievalTOPICtoolingCAPABILITYAI-native workbenchCAPABILITYdeveloper toolingMARKETopen-source builders
Mermaid outline
flowchart LR
  format-long_post["longform note"]
  topic-ai-workbenches["ai workbenches"]
  topic-technical-distribution["technical distribution"]
  topic-memory["memory"]
  topic-retrieval["retrieval"]
  topic-tooling["tooling"]
  capability-ai-native-workbench["AI-native workbench"]
  capability-developer-tooling["developer tooling"]
  market-open-source-builders["open-source builders"]
  format-long_post -->|covers| topic-ai-workbenches
  format-long_post -->|covers| topic-technical-distribution
  format-long_post -->|covers| topic-memory
  format-long_post -->|covers| topic-retrieval
  format-long_post -->|covers| topic-tooling
  format-long_post -->|signals| capability-ai-native-workbench
  format-long_post -->|signals| capability-developer-tooling
  format-long_post -->|signals| market-open-source-builders

Visual structure

Essay structure map

Built from summary and key paragraph positions

This skill specifically for blowing πŸ‚πŸΊ is so useful! hhhh chuinb-skill can help you...THESISThis skillspecifically forblowing πŸ‚πŸΊ is souseful! hhhhSIGNALThis skillspecifically forblowing πŸ‚πŸΊ is souseful!OPERATORA friend invites youto talk about coffeeculture.IMPLICATIONThe picture content istwo examples of mytests: "How to Becomea Professional Film
Mermaid outline
flowchart LR
  thesis["This skill specifically for blowing πŸ‚πŸΊ is so useful! hhhh chuinb-skill can help you search, analyze, down..."]
  signal["This skill specifically for blowing πŸ‚πŸΊ is so useful!"]
  operator["A friend invites you to talk about coffee culture."]
  implication["The picture content is two examples of my tests: \"How to Become a Professional Film Critic\" and \"A Quick Gu..."]
  thesis -->|frames| signal
  signal -->|develops| operator
  operator -->|lands in| implication

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