Ship Assistent 0.10.2: lean context packing with quality-first vision flags.

Cut always-on system tokens (slim core, inventory, identity shelves, hops) and fix has_vision_image vs images_in_request so look_at gates correctly; enrich rich LoRAs and expose system_chars in debug.

Co-authored-by: Cursor <cursoragent@cursor.com>

AssistentOllama.cs

@@ -243,7 +243,7 @@ public partial class SwarmAssistentExtension
         string embedModel = raw?["embed_model"]?.ToString() ?? Config.LoadSettings()["embed_model"]?.ToString();
         try
         {
-            (string reply, JObject parsed, JArray civitai) = await RunChatWithHops(
+            (string reply, JObject parsed, JArray civitai, int systemChars) = await RunChatWithHops(
                 session, root, modelName, packName, includeBase, contextJson, userMessages, personaId: persona, skillIds: skills, embedModel: embedModel);
             return new JObject
             {
@@ -254,6 +254,7 @@ public partial class SwarmAssistentExtension
                 ["persona"] = persona,
                 ["raw"] = parsed,
                 ["civitai_results"] = civitai,
+                ["system_chars"] = systemChars,
             };
         }
         catch (Exception ex)
@@ -305,7 +306,7 @@ public partial class SwarmAssistentExtension
                     }, API.WebsocketTimeout);
                 }
             }
-            (string reply, JObject parsed, JArray civitai) = await RunChatWithHops(
+            (string reply, JObject parsed, JArray civitai, int systemChars) = await RunChatWithHops(
                 session, root, modelName, packName, includeBase, contextJson, userMessages, OnDelta, OnHopStart, persona, skills, embedModel);
             await ws.SendJson(new JObject
             {
@@ -317,6 +318,7 @@ public partial class SwarmAssistentExtension
                 ["persona"] = persona,
                 ["raw"] = parsed,
                 ["civitai_results"] = civitai,
+                ["system_chars"] = systemChars,
             }, API.WebsocketTimeout);
         }
         catch (Exception ex)