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 first 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 first episode of an action-comedy series. **[Characters & S...

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 first 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, bored 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 1 Narrative & Frame Details]** **Episode Title:** Episode 1: "Domestic Bliss?" - The facade of normalcy.

* **Row 1 (Frames 1-3 - Opening):** * *Action Focus:* A painfully quiet, mundane dinner scene in a well-decorated suburban dining room.

The only sound is clinking silverware.

They look incredibly bored and disconnected.

* *Subtitle Content (Frame 1 example):* "How was your day, honey?" / "How was your day, honey?" * **Row 2 (Frames 4-6 - Inciting Incident/Hints):** * *Action Focus:* Subtle hints of lethal skills surface during mundane tasks.

He instinctively catches a dropped steak knife with blurring speed.

She aggressively slices meat with surgical precision, staring blankly.

A fleeting glance of suspicion between them.

* *Subtitle Content (Frame 4 example):* "Fine.

Just...

paperwork." * **Row 3 (Frames 7-9 - Rising Action - Secret Lives):** * *Action Focus:* They separate for the evening.

She enters a walk-in closet and pushes a hidden panel, revealing a rack of high-powered sniper rifles.

He goes to the garage and unlocks a biometric floor safe filled with stacks of cash, gold, and multiple passports.

* *Subtitle Content (Frame 7 example):* "I have some reading to catch up on." * **Row 4 (Frames 10-12 - Climax - The Call):** * *Action Focus:* Both receive encrypted phone calls simultaneously in separate rooms.

Their mundane expressions instantly shift to cold, professional assassin demeanor.

They listen intently.

* *Subtitle Content (Frame 10 example):* "New target acquired.

High priority." * **Row 5 (Frames 13-15 - Resolution/Cliffhanger):** * *Action Focus:* They reunite in the hallway, fake smilingly at each other while hiding tactical gear behind their backs (he hides a pistol, she hides a silencer).

The air is thick with tension and deception.

* *Subtitle Content (Frame 13 example):* "Don't wait up for me." / "Don't wait up for me."

Visual summary

Article argument map

Generated from the post's content graph

FORMATTOPICCAPABILITYMARKETcoverscoverscoverssignalssignalssignalsFORMATarticle featureTOPICai workbenchesTOPICretrievalTOPICtoolingCAPABILITYAI-native workbenchCAPABILITYdeveloper toolingCAPABILITYproduct surface
Mermaid outline
flowchart LR
  format-article["article feature"]
  topic-ai-workbenches["ai workbenches"]
  topic-retrieval["retrieval"]
  topic-tooling["tooling"]
  capability-ai-native-workbench["AI-native workbench"]
  capability-developer-tooling["developer tooling"]
  capability-product-surface["product surface"]
  format-article -->|covers| topic-ai-workbenches
  format-article -->|covers| topic-retrieval
  format-article -->|covers| topic-tooling
  format-article -->|signals| capability-ai-native-workbench
  format-article -->|signals| capability-developer-tooling
  format-article -->|signals| capability-product-surface

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 15OPERATORShe aggressivelyslices meat withsurgical precision,staring blankly.IMPLICATION* *Subtitle Content(Frame 13 example):*"Don't wait up forme." / "Don't wait up
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["She aggressively slices meat with surgical precision, staring blankly."]
  implication["* *Subtitle Content (Frame 13 example):* \"Don't wait up for me.\" / \"Don't wait up for me.\""]
  thesis -->|frames| signal
  signal -->|develops| operator
  operator -->|lands in| implication

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