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MODEL_METHODOLOGY.md

@@ -51,13 +51,13 @@ license: apache-2.0
 
 
 <p align="center">
-<a href="https://cambriantech.github.io/forge-alloy/verify/#c7be31309161f9ca">
+<a href="https://cambriantech.github.io/forge-alloy/verify/#c92083286a04544b">
 <img src="alloy-qr.png" alt="Verify Chain of Custody" width="160"/>
 </a>
 </p>
 
 <p align="center">
-<a href="https://cambriantech.github.io/forge-alloy/verify/#c7be31309161f9ca"><b>Every claim on this card is verified</b></a><br>
+<a href="https://cambriantech.github.io/forge-alloy/verify/#c92083286a04544b"><b>Every claim on this card is verified</b></a><br>
 <b>Trust: self-attested</b> · 2 benchmarks · 1 device tested<br>
 <a href="https://github.com/CambrianTech/forge-alloy">ForgeAlloy</a> chain of custody · <a href="v2-7b-coder-compensated.alloy.json">Download alloy</a> · Merkle-chained
 </p>
@@ -104,7 +104,7 @@ MSE-on-hidden-states has a degenerate fixed point: the student can satisfy the l
 | | Base | Forged | Delta |
 |---|---|---|---|
 | **Pruning** | None | 12% heads (activation-magnitude) | **-12%** params ✅ |
-| **LoRA** | None | rank=? |  |
+| **compensation-lora** | None | rank=16 | q_proj, k_proj, v_proj, o_proj... |
 | **Pipeline** | | prune → lora → lora → eval | 1 cycles |
 
 ## Runs On
@@ -158,12 +158,12 @@ prune → lora → lora → eval (1 cycles)
 
 ## Chain of Custody
 
-Scan the QR or [verify online](https://cambriantech.github.io/forge-alloy/verify/#c7be31309161f9ca). Download the [alloy file](v2-7b-coder-compensated.alloy.json) to verify independently.
+Scan the QR or [verify online](https://cambriantech.github.io/forge-alloy/verify/#c92083286a04544b). Download the [alloy file](v2-7b-coder-compensated.alloy.json) to verify independently.
 
 | What | Proof |
 |------|-------|
 | Forged on | NVIDIA GeForce RTX 5090, ? |
-| Published | [huggingface](https://huggingface.co/continuum-ai/v2-7b-coder-compensated) — 2026-04-08T05:01:40.446154+00:00 |
+| Published | [huggingface](https://huggingface.co/continuum-ai/v2-7b-coder-compensated) — 2026-04-08T05:02:57.072577+00:00 |
 | Trust level | [`self-attested`](https://github.com/CambrianTech/forge-alloy/blob/main/docs/ATTESTATION.md) |
 | Spec | [ForgeAlloy](https://github.com/CambrianTech/forge-alloy) — Rust/Python/TypeScript |