# Reviews

Three independent adversarial reviews (Gemini 3.1 Pro, Claude Opus 4.6,
GPT-5.6-Terra) commissioned before publishing. **Caveat:** these were written
against the ORIGINAL `jlens_v2`-style proxy implementation (which
differentiated `log_softmax` directly). The reviewers independently caught
that the proxy computes a different quantity than the paper's J-lens; that
finding led to the faithful implementation in `src/jlens_v3.py`. Treat the
reviews as historical input to the design, not as commentary on the current
canonical implementation.

Later rounds of review (Gemini 3.6 Flash, Claude Opus 4.6, GPT-5.6 Luna)
against the full repo + blog are summarized in `results.md` and
`docs/blog-jlens-frequency.md`.