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+# 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`.