Cloud-based coding assistants introduce privacy risks and latency for sensitive codebases.
Create a desktop app that bundles optimized LLMs with developer-specific tooling (code analysis, test generation) that runs entirely locally.
Monetize through one-time purchases or subscriptions for model updates and advanced features.
MVP could focus on a single language with a carefully optimized smaller model.
Risk: Requires keeping pace with rapid advancements in local model capabilities.