A college student
building AI tools.

pikuto is a 20-year-old college student in Asia-Pacific. In the summer of 2025, with no prior coding experience, pikuto started building games and small AI tools using Claude Code as the primary instrument.

Over the next nine months, the work expanded into a full AI automation system running across sales, customer reply, content distribution, and self-evolution feedback loops. The system runs daily without operator wake-up time, while pikuto attends classes and works part-time.

Why AI Hack Lab exists

Most AI guidance online aims at engineers with prior coding experience. The actual pattern needed by solo operators — the ones running a one-person business, a side project, or a small SMB — is different. They need composable building blocks that can be operated, not abstract architectures that require an engineering team.

AI Hack Lab is the brand hub for the products, patterns, and notes that came out of nine months of running such a system in production.

What's available

• Arena Blueprint — the complete documentation of the system, distilled into 10 transferable modules. Launching May 2026 via Polar.
• Skills Bundle — open-source Claude Code skills extracted from production use. Available on GitHub.
• Daily Digest — daily AI industry news with applicability notes for solo operators and SMBs. English edition starts May 2026.

Values

Plain language over hype. Patterns that work for one person, not just for VC-backed teams. Education over selling. Openness about what doesn't work, not just what does.

If any of this is useful to your project, the patterns are yours to take and adapt.