diff --git a/reproducibility_journal.csv b/reproducibility_journal.csv
index 2075f2d91..5403a4d7d 100644
--- a/reproducibility_journal.csv
+++ b/reproducibility_journal.csv
@@ -26,3 +26,15 @@ ThibaultLSDC,GenericAgent-gpt-4o,workarena_l1,0.4.1,2024-10-23_22-30-06,2024-10-
 ThibaultLSDC,GenericAgent-anthropic_claude-3.5-sonnet:beta,workarena_l1,0.4.1,2024-10-23_22-30-06,2024-10-23_14-17-40,0.564,0.027,1,330/330,None,Linux (#66-Ubuntu SMP Fri Aug 30 13:56:20 UTC 2024),3.12.7,1.39.0,0.2.3,4cd1e2d4189ddfbeb94129f7b0c9a00c3400ebac,,0.9.0,f25bdcd6b946fc4a79cdbee5fbcad53548af8724,
 ThibaultLSDC,GenericAgent-meta-llama_llama-3.1-70b-instruct,workarena_l1,0.4.1,2024-10-23_22-30-06,2024-10-23_14-17-40,0.279,0.025,0,330/330,None,Linux (#66-Ubuntu SMP Fri Aug 30 13:56:20 UTC 2024),3.12.7,1.39.0,0.2.3,4cd1e2d4189ddfbeb94129f7b0c9a00c3400ebac,,0.9.0,f25bdcd6b946fc4a79cdbee5fbcad53548af8724,
 ThibaultLSDC,GenericAgent-openai_o1-mini-2024-09-12,workarena_l1,0.4.1,2024-10-23_22-30-06,2024-10-23_14-17-40,0.567,0.027,4,330/330,None,Linux (#66-Ubuntu SMP Fri Aug 30 13:56:20 UTC 2024),3.12.7,1.39.0,0.2.3,4cd1e2d4189ddfbeb94129f7b0c9a00c3400ebac,,0.9.0,f25bdcd6b946fc4a79cdbee5fbcad53548af8724,
+ThibaultLSDC,GenericAgent-gpt-4o-mini,workarena_l2_agent_curriculum_eval,0.4.1,2024-10-24_17-08-53,2024-10-23_17-10-46,0.013,0.007,2,235/235,None,Linux (#66-Ubuntu SMP Fri Aug 30 13:56:20 UTC 2024),3.12.7,1.39.0,0.2.3,827d847995f19dc337f3899427340bdddbd81cd5,,0.10.0,None,
+ThibaultLSDC,GenericAgent-gpt-4o,workarena_l2_agent_curriculum_eval,0.4.1,2024-10-24_17-08-53,2024-10-23_17-10-46,0.085,0.018,3,233/235,None,Linux (#66-Ubuntu SMP Fri Aug 30 13:56:20 UTC 2024),3.12.7,1.39.0,0.2.3,827d847995f19dc337f3899427340bdddbd81cd5,,0.10.0,None,
+ThibaultLSDC,GenericAgent-anthropic_claude-3.5-sonnet:beta,workarena_l2_agent_curriculum_eval,0.4.1,2024-10-24_17-08-53,2024-10-23_17-10-46,0.391,0.032,3,235/235,None,Linux (#66-Ubuntu SMP Fri Aug 30 13:56:20 UTC 2024),3.12.7,1.39.0,0.2.3,827d847995f19dc337f3899427340bdddbd81cd5,,0.10.0,None,
+ThibaultLSDC,GenericAgent-meta-llama_llama-3.1-70b-instruct,workarena_l2_agent_curriculum_eval,0.4.1,2024-10-24_17-08-53,2024-10-23_17-10-46,0.021,0.009,2,235/235,None,Linux (#66-Ubuntu SMP Fri Aug 30 13:56:20 UTC 2024),3.12.7,1.39.0,0.2.3,827d847995f19dc337f3899427340bdddbd81cd5,,0.10.0,None,
+ThibaultLSDC,GenericAgent-openai_o1-mini-2024-09-12,workarena_l2_agent_curriculum_eval,0.4.1,2024-10-24_17-08-53,2024-10-23_17-10-46,0.149,0.023,1,235/235,None,Linux (#66-Ubuntu SMP Fri Aug 30 13:56:20 UTC 2024),3.12.7,1.39.0,0.2.3,827d847995f19dc337f3899427340bdddbd81cd5,,0.10.0,None,
+ThibaultLSDC,GenericAgent-anthropic_claude-3.5-sonnet:beta,workarena_l3_agent_curriculum_eval,0.4.1,2024-10-24_23-03-30,2024-10-24_18-06-57,0.004,0.004,1,235/235,None,Linux (#66-Ubuntu SMP Fri Aug 30 13:56:20 UTC 2024),3.12.7,1.39.0,0.2.3,de67ed8ad4321740ff05cf26ab889978be706460,,0.10.2,a9e44a88139798543ba53fc8c45d44997665ccca,
+ThibaultLSDC,GenericAgent-gpt-4o-mini,miniwob,0.10.2,2024-10-25_17-16-23,2024-10-25_06-08-16,0.566,0.02,0,625/625,None,Linux (#66-Ubuntu SMP Fri Aug 30 13:56:20 UTC 2024),3.12.7,1.39.0,0.2.3,f12887f776525bcad6a0c42cb49651ff4f65af43,,0.10.2,a9e44a88139798543ba53fc8c45d44997665ccca,
+ThibaultLSDC,GenericAgent-gpt-4o,miniwob,0.10.2,2024-10-25_17-16-23,2024-10-25_06-08-16,0.638,0.019,0,625/625,None,Linux (#66-Ubuntu SMP Fri Aug 30 13:56:20 UTC 2024),3.12.7,1.39.0,0.2.3,f12887f776525bcad6a0c42cb49651ff4f65af43,,0.10.2,a9e44a88139798543ba53fc8c45d44997665ccca,
+ThibaultLSDC,GenericAgent-anthropic_claude-3.5-sonnet:beta,miniwob,0.10.2,2024-10-25_17-16-23,2024-10-25_06-08-16,0.698,0.018,0,625/625,None,Linux (#66-Ubuntu SMP Fri Aug 30 13:56:20 UTC 2024),3.12.7,1.39.0,0.2.3,f12887f776525bcad6a0c42cb49651ff4f65af43,,0.10.2,a9e44a88139798543ba53fc8c45d44997665ccca,
+ThibaultLSDC,GenericAgent-meta-llama_llama-3.1-70b-instruct,miniwob,0.10.2,2024-10-25_17-16-23,2024-10-25_06-08-16,0.576,0.02,0,625/625,None,Linux (#66-Ubuntu SMP Fri Aug 30 13:56:20 UTC 2024),3.12.7,1.39.0,0.2.3,f12887f776525bcad6a0c42cb49651ff4f65af43,,0.10.2,a9e44a88139798543ba53fc8c45d44997665ccca,
+ThibaultLSDC,GenericAgent-openai_o1-mini-2024-09-12,miniwob,0.10.2,2024-10-25_17-16-23,2024-10-25_06-08-16,0.678,0.019,0,625/625,None,Linux (#66-Ubuntu SMP Fri Aug 30 13:56:20 UTC 2024),3.12.7,1.39.0,0.2.3,f12887f776525bcad6a0c42cb49651ff4f65af43,,0.10.2,a9e44a88139798543ba53fc8c45d44997665ccca,
+ThibaultLSDC,GenericAgent-meta-llama_llama-3.1-405b-instruct,workarena_l1,0.4.1,2024-10-25_20-32-26,2024-10-25_17-34-45,0.433,0.027,1,330/330,None,Linux (#66-Ubuntu SMP Fri Aug 30 13:56:20 UTC 2024),3.12.7,1.39.0,0.2.3,177ba72a7469e5610e6b615adf1bdcde58cb0298,,0.10.2,a9e44a88139798543ba53fc8c45d44997665ccca,
diff --git a/src/agentlab/llm/llm_configs.py b/src/agentlab/llm/llm_configs.py
index 13cb69b41..8376b5c25 100644
--- a/src/agentlab/llm/llm_configs.py
+++ b/src/agentlab/llm/llm_configs.py
@@ -151,6 +151,7 @@
         max_input_tokens=40_000,
         max_new_tokens=4000,
         temperature=1e-1,
+        vision_support=True,
     ),
     "openrouter/qwen/qwen-2-72b-instruct": OpenRouterModelArgs(
         model_name="qwen/qwen-2-72b-instruct",