Fit check

Context

Fit check will assess a pasted job description against Rami's resume, case studies and public record. It will show its reasoning and name where the fit falls short. The static section in this preview establishes the product decision; the working system is intentionally scheduled after the main site launches.

Decisions

The planned corpus fits in one curated context file, so the design avoids a vector database and retrieval step. Pasted job descriptions will be treated as untrusted data, with explicit boundaries that prevent their text from changing the assessment instructions. Scoring will be tested against deliberately mismatched roles before the feature is enabled.

Hard parts

The working system has not been built. This section will document what actually broke first, how honest scoring held up, and what cost and rate limits were required after implementation.

Numbers

No performance or usage numbers exist yet.

Proof still to add

Injection tests, evaluation results, failure-state captures and measured per-session cost will be required before the feature flag is enabled.