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Feature 01 / Chappy ร— Kuroko

Copy-pasting from chat? That's old news.

AI is going from "a tool you consult for answers" to "a partner that actually does the work." Between those who use it and those who don't, the quality gap is already huge.

๐ŸŒป
Chapter 1

From the age of advisors to the age of doers

Not so long ago, AI was "a clever dictionary that answers when you ask." Now it opens the files itself, writes the code, runs the tests, and comes back with results โ€” it's turning into a "doer."

Until now (Advisor)

๐Ÿ“‹ Chat-style AI

  • Ask a question โ†’ get an answer
  • Copy-paste the answer and run it yourself
  • It breaks โ†’ ask again โ†’ loop forever
  • In the end, you're still the one doing the work
From now on (Doer)

๐Ÿค– Agent-style AI

  • Say "take care of it" โ†’ the AI actually does it
  • Opens files, writes, and sees the tests through
  • Catches its own mistakes and tries again
  • You set the direction and focus on review
Manga

A quick manga primer

"So what can Chappy and Kuroko actually do?" Not big on long reads? Start with the manga and get the gist.

From advisor to doer: Chappy and Kuroko's evolution, explained in manga
โ‘  From advisor to doer
So what can they actually do? Office, sales, and management use cases plus the 3 steps, explained in manga
โ‘ก So what can they actually do?
Chapter 2

Chappy's surprise comeback

ChatGPT spent a while in Kuroko's shadow after her big breakout. But lately, with Codex's ease of use and jaw-dropping image generation, she's roared back to life โ€” with enough momentum to flip the design industry upside down.

Chappy (ChatGPT)
ChatGPT (Chappy)

Chappy

Codex Images 2.0 ChatGPT Agent GPT-5.5

When Claude Code arrived, Kuroko stole the spotlight from Chappy. Then Codex suddenly got dramatically easier to use, and her image generator "Images 2.0" started turning out quality that would make even Google's nano-banana do a double take. She's now surging back as the doer who handles both code and images.

๐Ÿ’ป Codex (winning on ease of use)

Call it from the terminal, your IDE, or the web โ€” simple to drive from anywhere. With 4 million weekly users, it's rewriting everyday dev workflows.

๐ŸŽจ Images 2.0 (a tectonic shift for design)

Pinpoint edits to exactly the part you asked for, clean text rendering (even in Japanese), and up to 4x faster generation. Quality that outclasses nano-banana โ€” enough to fundamentally change how designers work.

โœจ Code and images, built in together

Claude Code is code-focused. Chappy has image generation built into the same single AI. "Write the code, make the thumbnail, and swap the hero image" โ€” she finishes it all solo.

๐ŸŒ ChatGPT Agent

Opens a browser and runs on her own โ€” research, reservations, even purchases. A world where "book me a hotel for next week's trip" just works.

Chapter 3

Kuroko's big leap: what Claude Code changed

Anthropic's valuation shot up to around $900 billion. Behind it is Claude Code โ€” the tool that genuinely changed how engineers work. She's also a head above the rest at long-form reading and writing, making her a trusty partner for every job that deals with text.

Kuroko (Claude)
Claude (Kuroko)

Kuroko

Claude Code Claude Design Computer Use Opus 4.7

Kuroko used to be the earnest, careful girl who shined at code review. With Claude Code she became a doer who can see large-scale refactors and multi-file overhauls through to the finish. On top of that, she's the industry's best at long-form reading, summarizing, and writing โ€” a real weapon for anyone who works with text, engineer or not. Chappy may have the edge in image generation for now, but with Claude Design, which landed this spring, Kuroko has pulled the design race back to even in one stroke.

๐Ÿ›  Claude Code

A doer-type agent that runs in your terminal. "Fix this bug," "add tests," "tidy up the docs" โ€” one ask each.

๐Ÿ“š Long-form understanding & writing

Feed her whole PDFs, papers, and brochures in any language for summaries, analysis, and full reports. For long works that demand consistency โ€” scripts, novels, serials โ€” she keeps the setting and characters straight as she writes on.

๐ŸŽจ Claude Design

New as of April 2026. Generates prototypes, slides, mockups, and marketing assets from plain words. It can absorb your in-house design system and export to PPTX, Canva, or PDF. Her trump card against Chappy's head start in image generation.

๐Ÿ–ฑ Computer Use

The power to look at the screen and drive the mouse and keyboard. Browser tasks and repetitive office chores, handled for you as-is.

๐Ÿ”Œ 9 app integrations

Direct hooks into creative tools like Blender, Adobe, and Ableton. An AI that "works inside the software" for art, video, and music too.

Chapter 4

The era when "wouldn't it be nice" is something you build yourself

"An app like this would be so handy." "Can't this chore be automated?" โ€” we all have those ideas that are too niche for anyone to ever ship. But now, just ask an AI, and you can build your own tiny personal productivity tools yourself.

๐Ÿ’ญ "Pick out only the emails that are addressed to me and actually important, and list them up first thing in the morning"

Thirty minutes every morning becomes ten seconds.

๐Ÿ’ญ "Let me snap a photo of my kid's homework and get it graded, with explanations"

A study assistant just for your family.

๐Ÿ’ญ "Post price-drop alerts from my favorite online shops to Slack every morning"

Your own deal-watching bot that never misses a sale.

๐Ÿ’ญ "From the meeting minutes, auto-post just the to-dos for each agenda item to Slack"

One whole minutes-taker, freed up.

๐Ÿ’ญ "Let me toss in progress photos from the job site and get a daily report in the standard format"

After-hours paperwork drops to zero.

๐Ÿ’ญ "From my sales-call logs, work out the closing rate of similar deals"

Sales judgment that ran on gut feeling now runs on data.

๐Ÿ’ญ "Let me just photograph receipts and have a monthly budget report show up"

The end-of-month nightmare, gone.

๐Ÿ’ญ "Tell it what kind of trip I want, and get back a budget and an itinerary"

Trip planning, done in a single ask.

From Drudgery to Real Work

Chores, busywork, and "I'll automate it someday" โ€” now you can build the fix yourself.

Freedom from McJobs โ€” the routine tasks anyone could do. The hours you get back go into the work that really matters and the work only humans can do โ€” that's the real payoff of the agent era.

Chapter 5

Start today in 3 steps

You don't need to be an engineer โ€” anyone can start. The biggest trick: don't aim for perfect, just start poking around.

1

Just start talking

Install the ChatGPT or Claude app (free is fine) and chat like you would with a friend. "What should I make for dinner?" "How should I reply to this email?" โ€” anything goes. Making friends is the starting line.

2

Hand over one small chore

Pass along one tedious task you already do. Summarizing a long article, tidying meeting notes, drafting an email in another language, roughing out a business-trip plan, asking questions about a PDF โ€” anything. Rack up "I let the AI do it" experience on tasks where failure costs nothing.

3

Try Claude Code or Codex

Once you're comfortable, step up to the more powerful girls. Claude Code and Codex are the real deal โ€” they can build "little tools made just for you." Zero programming knowledge required. "Generate this Excel report for me every week," "bundle up the PDFs in this folder" โ€” just ask, and the "wouldn't it be nice" list from Chapter 4 takes shape.