Card: links row, pointer to newer models / use it, how it was built, related, limitations

README.md

@@ -9,6 +9,11 @@ datasets: [Praveenrajus/jev-bench]
 
 # jevify-qwen3.5-2b
 
+<!-- jevify-card-v2 -->
+> **Newer on the same backbone:** [jevify-qwen3.5-2b-readout-coh](https://huggingface.co/Praveenrajus/jevify-qwen3.5-2b-readout-coh) — readout fine-tuning with a coherence penalty, no heads: 0.702 accuracy, ECE 0.054, TVD to human labels 0.315 (FINDINGS 18). This repo stays the reference for its tier.
+
+[jev-bench](https://huggingface.co/datasets/Praveenrajus/jev-bench) · [leaderboard](https://huggingface.co/datasets/Praveenrajus/jev-bench#leaderboard) · [findings](https://github.com/uspraveen/Jevify/blob/main/docs/FINDINGS.md) · [code](https://github.com/uspraveen/Jevify)
+
 A **System One decision model**: it does not write text. It reads a `state`, answers typed
 questions, and returns calibrated probability distributions your code can branch on.