Overfitting?
Rule Generalization: Meta-prompt enforces high-level, reusable coding rules rather than repo-specific fixes.
Cross-Repo Validation: Train/test split by repository ensure learned rules generalize beyond local quirks.
Cross-Repo Validation: Train/test split by repository ensure learned rules generalize beyond local quirks.
Expertise vs. Overfitting
True developers do “overfit” — to their own codebases.
That’s not a flaw, it’s expertise: understanding patterns, pitfalls, and idioms within a domain.
Cline can adaptively specialize when deployed to a team’s repos, mirroring how human engineers internalize their environment — while still starting from a general foundation.
That’s not a flaw, it’s expertise: understanding patterns, pitfalls, and idioms within a domain.
Cline can adaptively specialize when deployed to a team’s repos, mirroring how human engineers internalize their environment — while still starting from a general foundation.