GGAMISTUDIO is an independent studio in Seoul, run by Jaewook Oh since 2026. About 700 people a month use our apps inside Toss, the Korean finance app with 30 million users. We make games, useful tools, and daily habits for phones and computers. How we build
Grok Bot runs the studio
GGAMISTUDIO is a one-person studio with Grok at the center. Grok Bot is our central orchestrator: it plans the schedule, hands development work to coding agents, runs QA, and keeps every project moving. Our apps don't use Grok inside the product today.
- Orchestration
- Grok Bot coordinates schedules, development, and operations across all our projects.
- Development
- Most development runs through Grok, alongside Claude Code and OpenAI Codex.
- Assets and video
- We generate assets and video with Grok.
- QA and operations
- Grok Bot checks our apps and site and reports what it verified.
How we build
Grok is at the center of how we build. Grok Bot orchestrates the work, and we also use Claude Code and OpenAI Codex to write and review code. Claude Design helps us shape screens. These are tools in our development process. The product details below describe how each app uses the Claude API.
Am I the Only One? In development · Claude API · AWS Lambda
- Server-side calls
- The app sends the conversation to our backend on AWS Lambda, which holds the API key and calls Claude. The app never sees the key.
- Safety first
- Before Claude sees anything, the backend blocks conversations that involve minors, threats, coercion, or stalking. Claude also rates each conversation, and when it isn't safe we skip the paid reading and reply drafts.
- Checked output
- Claude answers in a fixed JSON schema, and the backend validates every field before the app shows it.
- Screenshots
- Users can upload up to ten screenshots. A first pass checks that they show a chat before anyone pays.
Random Life Claude API
Claude sets the weights for each life's direction and for which events trigger. Statistics from the WHO, the World Bank, and the ILO keep every outcome plausible.
Interview Cheetah Claude Opus 5.5 · Messages API
- Streaming
- Draft answers stream in over server-sent events as Claude writes them.
- Prompt caching
- The system prompt holds the instructions, your résumé, the job description, and your notes on the company and role. The app caches it, so each new question starts faster.
- Effort control
- Requests to Opus 5.5 and Sonnet 5.5 set effort to low to keep answers quick.
- Keys
- The API key stays in the macOS Keychain.
Building with Grok, Claude Code and OpenAI Codex
Both tools help us implement changes, review code, and check our apps before release.
Claude is a co-author on 81 of Random Life's 94 commits and on all 42 of Interview Cheetah's. We also publish two Claude Code plugins, a status bar and a pomodoro timer, at github.com/wookiist/claude-plugins.
Designing with Claude Design
Am I the Only One? and Wallet Shield both began as Claude Design handoffs.
Next from the studio
Our saju reading app and a parenting assistant are next. Both will call Claude through one shared backend that holds the key, limits requests per user, and versions prompts per app. Every app tells you up front that an AI wrote the answer.
We're also building Pebbles, a companion dashboard for Tesla drivers on iPhone and iPad, made by a Model Y owner for his own car first. It connects to the car directly over Bluetooth in read-only mode and shows speed, battery, charging and turn-by-turn directions. Pebbles is in development and is an independent project, not affiliated with Tesla.