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Naandev

Sthenos

AI-driven calisthenics coach: weekly generated sessions, a roadmap of skills to unlock and progress tracking.

Year
2026
Role
Product design, architecture & development (solo)
Stack
Next.jsTypeScriptTailwind CSSCloudflare WorkersD1 / DrizzleBetter AuthAPI Anthropic

Context

Beginners and stuck practitioners give up for lack of a suitable program and a structure that survives missed weeks. Sthenos acts as a virtual coach: the user declares their maxes and how sessions felt, the AI (Anthropic API) generates and adjusts their sessions week after week, with a gamified skill roadmap and progress charts. The product priority is retention, not raw performance.

What I built

  • Designed an AI coach whose business logic lives in the system prompt and the context injected from the database — the application only stores, transmits and displays.
  • Structured input/output contract (JSON) between the app and the Anthropic API: profile, performance and feedback logs in; a detailed, progressive and justified session out.
  • Progression model combining a skill roadmap (a tree of 7 families × 5 tiers, unlocked by prerequisites) and a per-exercise Skills view.

Screens