diff --git a/codes/quantum/qubits/stabilizer/qldpc/balanced_product/lp/bb/bb72.yml b/codes/quantum/qubits/stabilizer/qldpc/balanced_product/lp/bb/bb72.yml
index d4664ac6f..4f93a0f06 100644
--- a/codes/quantum/qubits/stabilizer/qldpc/balanced_product/lp/bb/bb72.yml
+++ b/codes/quantum/qubits/stabilizer/qldpc/balanced_product/lp/bb/bb72.yml
@@ -22,6 +22,9 @@ description: |
 features:
   rate: 'Ancilla-added encoding rate is \(1/12\), using \(n_a=n=72\) ancilla qubits.'
 
+  decoders:
+    - 'The \href{https://github.com/aleverrier/frontier}{Frontier decoder}, a pruned ordered dynamic-programming decoder, was benchmarked under circuit-level noise using per-side detector error model matrices of size \(252\times 2232\); the reported full-FER results were compared with beam-search and Tesseract decoders \cite{arxiv:2606.20513}.'
+
 
 relations:
   parents:
@@ -32,6 +35,8 @@ relations:
 _meta:
   # Change log - most recent first
   changelog:
+    - user_id: AnthonyLeverrier
+      date: '2026-07-22'
     - user_id: VictorVAlbert
       date: '2026-06-08'
     - user_id: VictorVAlbert
diff --git a/codes/quantum/qubits/stabilizer/qldpc/balanced_product/lp/bb/gross.yml b/codes/quantum/qubits/stabilizer/qldpc/balanced_product/lp/bb/gross.yml
index 9426ad005..cc2d18cd6 100644
--- a/codes/quantum/qubits/stabilizer/qldpc/balanced_product/lp/bb/gross.yml
+++ b/codes/quantum/qubits/stabilizer/qldpc/balanced_product/lp/bb/gross.yml
@@ -40,6 +40,7 @@ features:
     - 'The GDG sliding-window decoder \cite{arxiv:2403.18901}, with a realization achieving a worst-case decoding latency of 3ms per window.'
     - 'AC decoder is faster than ordinary BP-OSD with no reduction of fidelity \cite{arxiv:2406.14527}.'
     - 'Transformer-based neural-network decoder \cite{arxiv:2504.13043}.'
+    - 'The \href{https://github.com/aleverrier/frontier}{Frontier decoder}, a pruned ordered dynamic-programming decoder, was benchmarked under circuit-level noise using per-side detector error model matrices of size \(936\times 8784\). At \(p=10^{-3}\), its reported full-FER comparison with beam-search and Tesseract decoders used an average retained frontier of fewer than 100 states \cite{arxiv:2606.20513}.'
 
   fault_tolerance:
     - 'Fault-tolerant modular quantum computing framework \cite{arxiv:2506.03094}.'
@@ -61,6 +62,8 @@ relations:
 _meta:
   # Change log - most recent first
   changelog:
+    - user_id: AnthonyLeverrier
+      date: '2026-07-22'
     - user_id: VictorVAlbert
       date: '2026-06-08'
     - user_id: VictorVAlbert
diff --git a/codes/quantum/qubits/stabilizer/topological/color/2d_color/2d_color.yml b/codes/quantum/qubits/stabilizer/topological/color/2d_color/2d_color.yml
index 3f9718092..c437e9701 100644
--- a/codes/quantum/qubits/stabilizer/topological/color/2d_color/2d_color.yml
+++ b/codes/quantum/qubits/stabilizer/topological/color/2d_color/2d_color.yml
@@ -66,6 +66,7 @@ features:
     - 'Chromöbius, an open-source implementation of the Möbius decoder, works for many 2D color codes \cite{arxiv:2312.08813}.'
     - 'Concatenated MPWM decoder \cite{arxiv:2404.07482}.'
     - 'Syndrome extraction circuits based on superdense coding and a middle-out strategy \cite{arxiv:2312.08813}.'
+    - 'The \href{https://github.com/aleverrier/frontier}{Frontier decoder} was benchmarked on hexagonal color codes of distances \(9,13,17,21\) under code-capacity bit-flip noise, producing threshold curves consistent with the optimal scale \(p_c\simeq0.109\) while retaining at most \(K=1024\) frontier states \cite{arxiv:2606.20513}.'
 # Are we certain these work for all color code geometries?
 
 
@@ -105,6 +106,8 @@ relations:
 _meta:
   # Change log - most recent first
   changelog:
+    - user_id: AnthonyLeverrier
+      date: '2026-07-22'
     - user_id: VictorVAlbert
       date: '2026-06-08'
     - user_id: VictorVAlbert
diff --git a/codes/quantum/qubits/stabilizer/topological/surface/2d_surface/rotated_surface/rotated_surface.yml b/codes/quantum/qubits/stabilizer/topological/surface/2d_surface/rotated_surface/rotated_surface.yml
index 5392278c5..013a73ac9 100644
--- a/codes/quantum/qubits/stabilizer/topological/surface/2d_surface/rotated_surface/rotated_surface.yml
+++ b/codes/quantum/qubits/stabilizer/topological/surface/2d_surface/rotated_surface/rotated_surface.yml
@@ -46,6 +46,7 @@ features:
     - 'Local neural-network using 3D convolutions, combined with a separate global decoder \cite{arxiv:2208.01178}.'
     - 'Iterative CNOT decoder \cite{arxiv:2407.20976}.'
     - 'Fault-tolerant BP (FTBP) decoder \cite{arxiv:2409.18689}.'
+    - 'The \href{https://github.com/aleverrier/frontier}{Frontier decoder} was benchmarked under correlated Pauli code-capacity noise, with a crossing window close to the \(p\approx0.189\) maximum-likelihood threshold scale. In a circuit-level memory-\(Z\) experiment at \(p=0.002\), its fitted error-suppression coefficient was \(\Lambda\approx8.6\), compared with \(\Lambda\approx7.9\) for correlated MWPM \cite{arxiv:2606.20513}.'
   threshold:
     - 'Thresholds for various amounts of erasure, Pauli, correlated, and measurement noise are known \cite{arxiv:2408.00829,arxiv:2410.23779}.'
   fault_tolerance:
@@ -84,6 +85,8 @@ relations:
 _meta:
   # Change log - most recent first
   changelog:
+    - user_id: AnthonyLeverrier
+      date: '2026-07-22'
     - user_id: VictorVAlbert
       date: '2026-06-08'
     - user_id: EricHuang
diff --git a/users/users_db.yml b/users/users_db.yml
index 045b2d543..30b3e8701 100644
--- a/users/users_db.yml
+++ b/users/users_db.yml
@@ -34,6 +34,10 @@
 
 #
 
+- user_id: AnthonyLeverrier
+  name: 'Anthony Leverrier'
+  githubusername: aleverrier
+
 - user_id: TomaszAndrzejewski
   name: 'Tomasz Andrzejewski'
   githubusername: TomaszAnd