Working Notes on Agent Systems/Brad Zhang

@teach_fireworks / X longform

Prompt: A 2K resolution contact sheet, arranged in a 3x5 grid of 15 individual film frames, representing the complete second episode of an action-comedy series.

Prompt: A 2K resolution contact sheet, arranged in a 3x5 grid of 15 individual film frames, representing the complete second episode of an action-comedy series. **[Characters &...

November 30, 2025 · 2 min read

Prompt: A 2K resolution contact sheet, arranged in a 3x5 grid of 15 individual film frames, representing the complete second episode of an action-comedy series.

**[Characters & Style Consistency]** The two main characters are Melissa McCarthy and Keanu Reeves, maintaining strict likeness to previous inputs.

The aesthetic is the warm, cinematic, film-grain heavy action-comedy style of "Mr.

& Mrs.

Smith." Their relationship dynamics (secretly highly skilled assassins pretending to be a normal couple) are evident.

**[Bilingual Subtitle Rules]** Every single frame features clear, legible bilingual subtitles at the bottom center (English top line, Chinese bottom line, cinematic white font with shadow).

No timecodes.

**[Episode 2 Narrative & Frame Details]** **Episode Title:** Episode 2: "The Night Shift" - Separate missions, contrasting styles.

* **Row 1 (Frames 1-3 - Gear Up):** * *Action Focus:* Contrast in preparation.

Keanu is in a sleek, modern armory meticulously fitting a silencer onto a pistol, wearing a sharp suit.

Melissa is in a cluttered, grimy safehouse, shoving grenades into a large purse and loading a heavy machine gun, looking annoyed.

* *Subtitle Content (Frame 1 example):* "Just a standard client meeting." * **Row 2 (Frames 4-6 - Keanu's Mission):** * *Action Focus:* Keanu at a high-society gala.

He is silently and efficiently subduing a bodyguard in a narrow bathroom stall using martial arts, while trying not to wrinkle his suit.

* *Subtitle Content (Frame 4 example):* "Excuse me, occupied." / "Sorry, someone's here." * **Row 3 (Frames 7-9 - Melissa's Mission):** * *Action Focus:* Melissa in a chaotic warehouse fight.

She is swinging awkwardly from a grappling hook, crashing through a window and landing heavily on a table of armed bad guys, making a huge mess.

* *Subtitle Content (Frame 7 example):* "Coming through!

Sorry about the window!" / "Borrowed it!

Sorry for breaking the window!

" * **Row 4 (Frames 10-12 - The Near Miss):** * *Action Focus:* Keanu is on a distant rooftop looking through a sniper scope.

Through the lens, he sees a massive explosion in the distance (where Melissa is).

He lowers the scope, looking mildly confused by the unprofessional noise.

* *Subtitle Content (Frame 10 example):* "Must be construction." / "Must be construction." * **Row 5 (Frames 13-15 - The Aftermath Home):** * *Action Focus:* Back in their suburban kitchen late at night.

They are both disheveled.

Keanu has a small cut on his cheek he's trying to hide.

Melissa's clothes are dusty and torn.

They aggressively drink water, avoiding eye contact.

* *Subtitle Content (Frame 13 example):* "Traffic was absolute murder tonight." / "The traffic was extremely heavy tonight."

Visual summary

Article argument map

Generated from the post's content graph

FORMATTOPICCAPABILITYMARKETcoverscoverscoverssignalssignalssignalsFORMATarticle featureTOPICai workbenchesTOPICtechnical distributionTOPICtoolingCAPABILITYAI-native workbenchCAPABILITYdeveloper toolingCAPABILITYtechnical distribution
Mermaid outline
flowchart LR
  format-article["article feature"]
  topic-ai-workbenches["ai workbenches"]
  topic-technical-distribution["technical distribution"]
  topic-tooling["tooling"]
  capability-ai-native-workbench["AI-native workbench"]
  capability-developer-tooling["developer tooling"]
  capability-technical-distribution["technical distribution"]
  format-article -->|covers| topic-ai-workbenches
  format-article -->|covers| topic-technical-distribution
  format-article -->|covers| topic-tooling
  format-article -->|signals| capability-ai-native-workbench
  format-article -->|signals| capability-developer-tooling
  format-article -->|signals| capability-technical-distribution

Visual structure

Essay structure map

Built from summary and key paragraph positions

Prompt: A 2K resolution contact sheet, arranged in a 3x5 grid of 15 individual film f...THESISPrompt: A 2Kresolution contactsheet, arranged in a3x5 grid of 15SIGNALPrompt: A 2Kresolution contactsheet, arranged in a3x5 grid of 15OPERATOR* *Subtitle Content(Frame 4 example):*"Excuse me, occupied."/ "Sorry, someone'sIMPLICATION* *Subtitle Content(Frame 13 example):*"Traffic was absolutemurder tonight." /
Mermaid outline
flowchart LR
  thesis["Prompt: A 2K resolution contact sheet, arranged in a 3x5 grid of 15 individual film frames, representing th..."]
  signal["Prompt: A 2K resolution contact sheet, arranged in a 3x5 grid of 15 individual film frames, representing th..."]
  operator["* *Subtitle Content (Frame 4 example):* \"Excuse me, occupied.\" / \"Sorry, someone's here.\" * **Row 3 (Frames..."]
  implication["* *Subtitle Content (Frame 13 example):* \"Traffic was absolute murder tonight.\" / \"The traffic was extremel..."]
  thesis -->|frames| signal
  signal -->|develops| operator
  operator -->|lands in| implication

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