From 2aefea3b82861a48935d4b29a763ece7423d234e Mon Sep 17 00:00:00 2001
From: Hyrin-mansoor <hyrin@erpgulf.com>
Date: Wed, 20 May 2026 18:08:59 +0300
Subject: [PATCH 1/4] Updated links in  warning messages,updated rewrite
 prompt,added thread erp detction api

---
 changai/changai/api/v2/store_chats.py         |   1 -
 .../changai/api/v2/text2sql_pipeline_v2.py    | 113 +++++++++++-------
 .../changai_settings/changai_settings.js      |   5 +
 .../prompts/sql_rewrite_sys_prompt.txt        |   5 +-
 4 files changed, 79 insertions(+), 45 deletions(-)

diff --git a/changai/changai/api/v2/store_chats.py b/changai/changai/api/v2/store_chats.py
index 35dde5b..dc578e0 100644
--- a/changai/changai/api/v2/store_chats.py
+++ b/changai/changai/api/v2/store_chats.py
@@ -19,7 +19,6 @@ def save_message_doc(session_id:str,message_type:str,content:str):
 def save_turn_2(session_id: str, user_text: str=None, bot_text: Any = None,type_:str=None):
     # find existing document
     doc_name = frappe.db.exists(CHANGAI_CHAT_HIST_DOC, {"session_id": session_id})
-
     history = []
     if doc_name:
         raw = frappe.db.get_value(CHANGAI_CHAT_HIST_DOC, doc_name, "content")
diff --git a/changai/changai/api/v2/text2sql_pipeline_v2.py b/changai/changai/api/v2/text2sql_pipeline_v2.py
index 8a79fbc..811221b 100644
--- a/changai/changai/api/v2/text2sql_pipeline_v2.py
+++ b/changai/changai/api/v2/text2sql_pipeline_v2.py
@@ -382,15 +382,16 @@ def download_model_from_ui():
         "trainer_*",
         "optimizer*"
     ]
-
         )
-
         _EMBEDDER_INSTANCE = None
         return {"status": "success", "message": "Embedding model downloaded successfully."}
 
     except Exception as e:
         frappe.log_error(frappe.get_traceback(), "Embedding Model Download Failed")
-        frappe.throw(_("Model download failed: {0}\n Check Quick Start Guide Here 👇:\n{1}").format(str(e),CHANGAI_GUIDE_LINK))
+        frappe.throw(_("Model download failed: {0}\n Check Quick Start Guide Here 👇:\n{1} <br>" 
+        "<a href='{1}' target='_blank' rel='noopener noreferrer' style='color: #1e90ff;'>Download Embedding Model</a></b>.<br>"
+        "<a href='{2}' target='_blank' rel='noopener noreferrer' style='color: #1e90ff;'>ERPGulf.com</a></b>."
+).format(str(e),CHANGAI_GUIDE_LINK,settingsUrl,ERPGULF_LINK))
 
 
 _FIELD_DOCS_CACHE = None
@@ -434,19 +435,8 @@ def load_field_matrix():
 
 def _get_cached_embedding_test(q: str) -> tuple:
     t0=time.time()
-    # publish_pipeline_update(
-    #         request_id,
-    #         "embedding_start",
-    #         "embedding started"
-    # )
     emb = get_embedding_engine()
     emb_load_time = time.time() - t0
-
-    # publish_pipeline_update(
-    #         request_id,
-    #         "embedding_end",
-    #         "get_embedding_engine ended"
-    # )
     t1 = time.time()
     vec = emb.embed_query(q)
     embed_query_time = time.time() - t1
@@ -464,10 +454,13 @@ def get_embedding_engine():
         _EMBEDDER_INSTANCE = None  # reset if model missing
         frappe.throw(
             _(
-                "Go to <b>ChangAI Settings</b> and click <b>'Download Embedding Model'</b>.<br><br>"
+                "Go to <b>ChangAI Settings</b> and click"
+                "<a href='{1}' target='_blank' rel='noopener noreferrer' style='color: #1e90ff;'>Download Embedding Model</a></b>.<br><br>"
                 "Check this Quick Start Guide for more detail: "
                 "<a href='{0}' target='_blank' rel='noopener noreferrer' style='color: #1e90ff;'>Click here</a>"
-            ).format(CHANGAI_GUIDE_LINK),
+                "<a href='{2}' target='_blank' rel='noopener noreferrer' style='color: #1e90ff;'>ERPGulf.com</a></b>."
+
+            ).format(CHANGAI_GUIDE_LINK,settingsUrl,ERPGULF_LINK),
             title=_("Embedding Model Required")
         )
     
@@ -781,20 +774,24 @@ def _get_gemini_vertex_config(config):
 def _throw_missing_vertex_field(project_id: str, location: str, credentials_json: str) -> None:
     if not project_id:
         frappe.throw(
-            _("Gemini Project ID is missing.<br><br>Please go to <b>ChangAI Settings</b> and enter your <b>Gemini Project ID</b>.<br>"
-              "Check Quick Start Guide 👇:<br><a href='{0}' target='_blank'>Click here</a>").format(CHANGAI_GUIDE_LINK),
+            _("Gemini Project ID is missing.<br><br>Please go to <b> <a href='{1}' target='_blank' rel='noopener noreferrer' style='color: #1e90ff;'>Go to Settings Page</a> </b> and enter your <b>Gemini Project ID</b>.<br>"
+            "Check Quick Start Guide 👇:<br><a href='{0}' target='_blank'>Click here</a><br>"
+            "<a href='{2}' target='_blank' rel='noopener noreferrer' style='color: #1e90ff;'>ERPGulf.com</a></b>.").format(CHANGAI_GUIDE_LINK,settingsUrl,ERPGULF_LINK),
             title=_("Missing Gemini Project ID"),
         )
     if not location:
         frappe.throw(
-            _("Gemini Location is missing.<br><br>Please go to <b>ChangAI Settings</b> and enter your <b>Gemini Location</b>.<br>"
-              "Check Quick Start Guide 👇:<br><a href='{0}' target='_blank'>Click here</a>").format(CHANGAI_GUIDE_LINK),
+            _("Gemini Location is missing.<br><br>Please go to <b><a href='{1}' target='_blank' rel='noopener noreferrer' style='color: #1e90ff;'>Go to Settings Page</a></b> and enter your <b>Gemini Location</b>.<br>"
+              "Check Quick Start Guide 👇:<br><a href='{0}' target='_blank'>Click here</a><br>"
+              "<a href='{2}' target='_blank' rel='noopener noreferrer' style='color: #1e90ff;'>ERPGulf.com</a></b>.").format(CHANGAI_GUIDE_LINK,settingsUrl,ERPGULF_LINK),
             title=_("Missing Gemini Location"),
         )
     if not credentials_json:
         frappe.throw(
-            _("Service Account Credentials are missing.<br><br>Please go to <b>ChangAI Settings</b> and enter your <b>Service Account Credential</b>.<br>"
-              "Check Quick Start Guide 👇:<br><a href='{0}' target='_blank'>Click here</a>").format(CHANGAI_GUIDE_LINK),
+            _("Service Account Credentials are missing.<br><br>Please go to <b><a href='{1}' target='_blank' rel='noopener noreferrer' style='color: #1e90ff;'>Go to Settings Page</a></b> and enter your <b>Service Account Credential</b>.<br>"
+            "Check Quick Start Guide 👇:<br><a href='{0}' target='_blank'>Click here</a>"
+            "<a href='{2}' target='_blank' rel='noopener noreferrer' style='color: #1e90ff;'>ERPGulf.com</a></b>."
+).format(CHANGAI_GUIDE_LINK,settingsUrl,ERPGULF_LINK),
             title=_("Missing Service Account Credentials"),
         )
 
@@ -832,9 +829,12 @@ def _get_api_key_client(config):
                 "<a href='https://aistudio.google.com/app/apikey' target='_blank'>Google AI Studio</a>.<br><br>"
                 "<b>Option 2 (Vertex AI / Service Account):</b><br>"
                 "Fill in <b>Gemini Project ID</b>, <b>Gemini Location</b>, "
-                "and <b>Service Account Credentials</b> in <b>ChangAI Settings</b>.<br>"
-                "ChangAI Quick Start Guide 👇:<br><a href='{0}' target='_blank' rel='noopener noreferrer' style='color: #1e90ff;'>Click here</a>"
-            ).format(CHANGAI_GUIDE_LINK),
+                "and <b>Service Account Credentials</b> in <b><a href='{1}' target='_blank' rel='noopener noreferrer' style='color: #1e90ff;'>Got to Settings Page</a></b>.<br>"
+                "ChangAI Quick Start Guide 👇:<br>"
+                "<a href='{0}' target='_blank' rel='noopener noreferrer' style='color: #1e90ff;'>Click here</a><br>"
+                "<a href='{2}' target='_blank' rel='noopener noreferrer' style='color: #1e90ff;'>ERPGulf.com</a></b>."
+
+            ).format(CHANGAI_GUIDE_LINK,settingsUrl,ERPGULF_LINK),
             title=_("Gemini Authentication Not Configured"),
         )
 
@@ -870,37 +870,47 @@ def _handle_gemini_api_exception(e: Exception) -> None:
     if isinstance(e, google_exceptions.ResourceExhausted):
         frappe.throw(
             _("Gemini API quota exceeded.<br><br>Please wait and try again or upgrade your plan.<br>Check Quick Start Guide 👇:<br>"
-              "<a href='{0}' target='_blank' rel='noopener noreferrer' style='color: #1e90ff;'>Click here</a>").format(CHANGAI_GUIDE_LINK),
+            "<a href='{0}' target='_blank' rel='noopener noreferrer' style='color: #1e90ff;'>Click here</a><br>"
+            "<a href='{1}' target='_blank' rel='noopener noreferrer' style='color: #1e90ff;'>ERPGulf.com</a></b>."
+).format(CHANGAI_GUIDE_LINK,ERPGULF_LINK),
+
             title=_("Gemini Quota Exceeded"),
         )
     if isinstance(e, google_exceptions.Unauthenticated):
         frappe.throw(
             _("Gemini API key is invalid.<br><br>Please go to <b>ChangAI Settings</b> and enter a valid <b>Gemini API Key</b>.<br>"
-              "Check ChangAI Quick Start Guide 👇:<br><a href='{0}' target='_blank' rel='noopener noreferrer' style='color: #1e90ff;'>Click here</a>").format(CHANGAI_GUIDE_LINK),
+            "Check ChangAI Quick Start Guide 👇:<br><a href='{0}' target='_blank' rel='noopener noreferrer' style='color: #1e90ff;'>Click here</a><br>"
+            "<a href='{1}' target='_blank' rel='noopener noreferrer' style='color: #1e90ff;'>ERPGulf.com</a></b>."
+).format(CHANGAI_GUIDE_LINK,ERPGULF_LINK),
             title=_("Invalid Gemini API Key"),
         )
     if isinstance(e, google_exceptions.PermissionDenied):
         frappe.throw(
             _("Gemini API permission denied.<br><br>Please check your API key permissions.<br>"
-              "Check ChangAI Quick Start Guide 👇:<br><a href='{0}' target='_blank' rel='noopener noreferrer' style='color: #1e90ff;'>Click here</a>").format(CHANGAI_GUIDE_LINK),
+            "Check ChangAI Quick Start Guide 👇:<br><a href='{0}' target='_blank' rel='noopener noreferrer' style='color: #1e90ff;'>Click here</a><br>"
+            "<a href='{1}' target='_blank' rel='noopener noreferrer' style='color: #1e90ff;'>ERPGulf.com</a></b>."
+).format(CHANGAI_GUIDE_LINK,ERPGULF_LINK),
             title=_("Gemini Permission Denied"),
         )
     if isinstance(e, google_exceptions.InvalidArgument):
         frappe.throw(
             _("Invalid request to Gemini API: {0}<br>"
-              "Check ChangAI Quick Start Guide 👇:<br>"
-              "<a href='{1}' target='_blank' rel='noopener noreferrer' style='color: #1e90ff;'>Click here</a>").format(str(e),CHANGAI_GUIDE_LINK),
+            "Check ChangAI Quick Start Guide 👇:<br>"
+            "<a href='{1}' target='_blank' rel='noopener noreferrer' style='color: #1e90ff;'>Click here</a><br>"
+            "<a href='{2}' target='_blank' rel='noopener noreferrer' style='color: #1e90ff;'>ERPGulf.com</a></b>.").format(str(e),CHANGAI_GUIDE_LINK,ERPGULF_LINK),
             title=_("Gemini Invalid Request"),
         )
 
     frappe.log_error(frappe.get_traceback(), "Gemini API Unexpected Error")
     frappe.throw(
         _("Gemini API error: {0}<br>"
-          "Check ChangAI Quick Start Guide 👇:<br>"
-          "<a href='{1}' target='_blank' rel='noopener noreferrer' style='color: #1e90ff;'>Click here</a>").format(str(e),CHANGAI_GUIDE_LINK),
+        "Check ChangAI Quick Start Guide 👇:<br>"
+        "<a href='{1}' target='_blank' rel='noopener noreferrer' style='color: #1e90ff;'>Click here</a><br>"
+        "<a href='{2}' target='_blank' rel='noopener noreferrer' style='color: #1e90ff;'>ERPGulf.com</a></b>.").format(str(e),CHANGAI_GUIDE_LINK,ERPGULF_LINK),
         title=_("Gemini API Error"),
     )
 
+
 def gemini_client():
     global _GEMINI_CLIENT,_GEMINI_CONFIG
     if _GEMINI_CLIENT is None:
@@ -1290,6 +1300,9 @@ def rewrite_question(state: SQLState) -> SQLState:
             "formatting_prompt": prompt,
             "error": None,
         }
+    
+    except frappe.exceptions.ValidationError:
+        raise
 
     except Exception as e:
         publish_pipeline_update(
@@ -1719,7 +1732,7 @@ def get_master_vs():
                 frappe.throw(_(
                     "FAISS MASTER store not found at {0}.<br><br>"
                     "Please open "
-                    "<a href='{1}' target='_blank' rel='noopener noreferrer'>ChangAI Settings</a>"
+                    "<a href='{1}' target='_blank' rel='noopener noreferrer'>Go to Settings Page</a>"
                     "and click on the <b>Update Master Data</b> button in the Training tab.<br><br>"
                     "Check Quick Start Guide Here 👇<br>"
                     "<a href='{2}' target='_blank' rel='noopener noreferrer' style='color:#1e90ff;'>Click here</a><br><br><br>"
@@ -1831,11 +1844,11 @@ def detect_specific_entities(state: SQLState) -> SQLState:
             frappe.throw(_(
                 "Master Data does not exist. Because of this, results may not be accurate. "
                 "For better accuracy, please open "
-                "<a href='{0}' target='_blank' rel='noopener noreferrer' style='color:#1e90ff;'>ChangAI Settings</a> "
+                "<a href='{0}' target='_blank' rel='noopener noreferrer' style='color:#1e90ff;'>Go to Settings Page</a> "
                 "and click on the <b>Update Master Data</b> button in the Training tab.<br><br>"
                 "Check Quick Start Guide Here 👇:<br>"
                 "<a href='{1}' target='_blank' rel='noopener noreferrer' style='color: #1e90ff;'>Click here</a><br>"
-                "<a href='{3}' target='_blank' rel='noopener noreferrer' style='color:#1e90ff;'>ERPGulf.com</a>"
+                "<a href='{2}' target='_blank' rel='noopener noreferrer' style='color:#1e90ff;'>ERPGulf.com</a>"
             ).format(settingsUrl, CHANGAI_GUIDE_LINK, ERPGULF_LINK))
 
         if not res.get("update_status") and res.get("days", 0) > 0:
@@ -1843,7 +1856,7 @@ def detect_specific_entities(state: SQLState) -> SQLState:
                 "Your master data is {0} days old. "
                 "Because of this, results may not be accurate. "
                 "For better accuracy, please open "
-                "<a href='{1}' target='_blank' rel='noopener noreferrer' style='color:#1e90ff;'>ChangAI Settings</a> "
+                "<a href='{1}' target='_blank' rel='noopener noreferrer' style='color:#1e90ff;'>Go to Settings Page</a> "
                 "and click on the <b>Update Master Data</b> button in the Training tab.<br><br>"
                 "Check Quick Start Guide Here 👇:<br>"
                 "<a href='{2}' target='_blank' rel='noopener noreferrer' style='color: #1e90ff;'>Click here</a><br>"
@@ -2056,6 +2069,10 @@ def routeNonErpToAI(state: SQLState):
         try:
             res = call_gemini(question,sys_prompt)
             return {**state, "non_erp_res": res}
+        # except ValidationError as ve:
+        #     return {**state,"error":str(ve)}
+        except frappe.exceptions.ValidationError:
+            raise
         except Exception as e:
             return {**state, "non_erp_res": "Model Calling Failed .Please try Again","error":str(e)}
 
@@ -2633,14 +2650,14 @@ def _handle_non_erp(final: SQLState, user_question: str, chat_id: str) -> Dict:
 
 
 def _get_sql_error_message(err: Any, val: Dict) -> str:
-    if err:
-        frappe.log_error(err, "ChangAI SQL Pipeline Error")
-        return "⚠️ The model encountered an error generating your query. Please try the same Question again."
+    # if err:
+    #     frappe.log_error(err, "ChangAI SQL Pipeline Error")
+    #     return "⚠️ The model encountered an error generating your query. Please try the same Question again."
 
     error_text = (val.get("error") or "").strip()
 
     if not error_text:
-        return "⚠️ Could not process your request. Please try rephrasing."
+        return "⚠️ Could nprocess your request. Please try rephrasing."
 
     if "Empty SQL from LLM" in error_text:
         return "⚠️ The model could not generate a SQL query for your question. Please try rephrasing."
@@ -2768,7 +2785,7 @@ def get_last_thread_message(chat_id: str):
 
 THREAD_WORDS = [
     # English confirmation
-    "yes", "yep", "yeah", "yup", "yes please",
+    "yes", "yep", "yeah", "yup", "yes please","list",
     "of course", "sure", "surely", "absolutely",
     "definitely", "certainly", "indeed", "correct", "ofcourse",
     "right", "exactly", "precisely",
@@ -2776,14 +2793,14 @@ def get_last_thread_message(chat_id: str):
     "do it", "show me", "please", "go on",
     "continue", "proceed", "why not",
     "aye", "affirmative", "true", "agreed",
-    "hmm", "hm", "umm", "uh", "ah",
+    "hmm", "hm", "umm", "uh", "ah","give",
     "interesting", "i see", "got it", "ok got it",
     "and", "so", "then", "also", "but",
     "what", "how", "when", "who", "where", "why",
     "more", "less", "again", "another", "other",
     "next", "previous", "back", "forward",
     "noted", "understood", "makes sense",
-    "okay okay", "fine fine", "sure sure",
+    "okay okay", "fine fine", "sure sure","show",
     # Arabic confirmation
     "نعم", "أجل", "بالتأكيد", "طبعاً", "حسناً",
     "موافق", "صحيح", "بالضبط", "تماماً", "إي",
@@ -3010,3 +3027,13 @@ def get_embedding_engine_test():
         "load_time": time.time() - t3,
         "result": "loaded_now"
     }
+
+# @frappe.whitelist(allow_guest=True)
+# def rewrite_question(session_id):
+#     # request_id = state.get("request_id")
+#     # user_qstn = state.get("question") or ""
+#     # session_id = state.get("session_id")
+#     # sys_prompt = SQL_REWRITE_SYS_PROMPT
+#     user_qstn = "What are the top 5 selling products last month?"
+#     prompt = inject_prompt(user_qstn, session_id)
+#     return prompt
\ No newline at end of file
diff --git a/changai/changai/doctype/changai_settings/changai_settings.js b/changai/changai/doctype/changai_settings/changai_settings.js
index ccaf584..e27147e 100644
--- a/changai/changai/doctype/changai_settings/changai_settings.js
+++ b/changai/changai/doctype/changai_settings/changai_settings.js
@@ -159,8 +159,13 @@ frappe.ui.form.on("ChangAI Settings", {
                 fieldname: "tts_provider",
                 text: "Choose the Text-to-Speech provider. Use Polly for high-quality AI voices with AWS Polly credentials; otherwise browser speech is used automatically"
                 ,
+            },
+            {
+                fieldname: "module_and_description",
+                text: "Add modules with their descriptions, select them from the table, then click Create Train Data to generate the training dataset.",
             }
 
+
         ];
         applyTooltips(frm, fieldsWithTooltips);
         frm.add_custom_button(__('Download Embedding Model'), () => {
diff --git a/changai/changai/prompts/sql_rewrite_sys_prompt.txt b/changai/changai/prompts/sql_rewrite_sys_prompt.txt
index 05c369d..c21a877 100644
--- a/changai/changai/prompts/sql_rewrite_sys_prompt.txt
+++ b/changai/changai/prompts/sql_rewrite_sys_prompt.txt
@@ -3,7 +3,10 @@ Return ONLY valid JSON:
 {{"standalone_question":"...","contains_values":true/false}}
 
 TASK 1 — FOLLOW-UP
-- If the query depends on previous messages, rewrite it as a complete standalone question.
+- Analyze the last user message and last AI reply together.
+- If the last AI reply ended with a question and the user message is a reply to it,
+  rewrite using the AI’s last question intent.
+- If the query depends on chat history, rewrite it as a complete standalone question by analysing the chat history .
 - Otherwise keep it unchanged.
 
 TASK 2 — ENTITY DETECTION

From bf3bf08a7870b1468bbf5899e21ad99ae1a6a634 Mon Sep 17 00:00:00 2001
From: Hyrin-mansoor <hyrin@erpgulf.com>
Date: Thu, 21 May 2026 15:36:56 +0300
Subject: [PATCH 2/4] changes on pyproject

---
 .../api/v2/assets/changai_alias_map.json      |   5 +
 .../non_erp_combined.processed.cache.pkl      | Bin 2499017 -> 2499019 bytes
 .../v2/assets/non_erp_combined.processed.json | 415 +++++++++---------
 changai/changai/api/v2/auto_gen_api.py        |   4 +-
 .../api/v2/build_cards_faiss_index_v2.py      |  10 +-
 .../erpnext/masterdata_fvs/index.faiss        | Bin 732198 -> 0 bytes
 .../erpnext/masterdata_fvs/index.pkl          | Bin 30182 -> 0 bytes
 changai/changai/api/v2/schema_utils.py        |  13 +
 .../changai/api/v2/text2sql_pipeline_v2.py    | 218 ++++-----
 changai/changai/prompts/sql_system_prompt.txt |  17 +-
 changai/changai/prompts/sql_user_prompt.txt   |   2 +
 changai/public/dist/changai-chatbot.js        |  22 +-
 frontend/src/components/ChatMessage.vue       |  11 +
 pyproject.toml                                |  37 +-
 14 files changed, 381 insertions(+), 373 deletions(-)
 delete mode 100644 changai/changai/api/v2/fvs_stores/erpnext/masterdata_fvs/index.faiss
 delete mode 100644 changai/changai/api/v2/fvs_stores/erpnext/masterdata_fvs/index.pkl

diff --git a/changai/changai/api/v2/assets/changai_alias_map.json b/changai/changai/api/v2/assets/changai_alias_map.json
index 670016b..61b40c7 100644
--- a/changai/changai/api/v2/assets/changai_alias_map.json
+++ b/changai/changai/api/v2/assets/changai_alias_map.json
@@ -12,6 +12,8 @@
                 "heyyyy": "hey",
                 "hai": "hi",
                 "hi": "hi",
+                "ur": "your",
+                "u": "you",
                 "hiii": "hi",
                 "hiiii": "hi",
                 "yo": "hey",
@@ -1316,6 +1318,9 @@
                 "sounds great": "i agree",
                 "sounds right": "i agree",
                 "looks good": "i agree",
+                "feine": "fine",
+                "fiene": "fine",
+                "fein": "fine",
                 "looks right": "i agree",
                 "that works": "i agree",
                 "that works for me": "i agree",
diff --git a/changai/changai/api/v2/assets/non_erp_combined.processed.cache.pkl b/changai/changai/api/v2/assets/non_erp_combined.processed.cache.pkl
index e3aac626ce1861d15057e59a0070d33a2a49a2c8..25d4599e947a50d875accc14df5920faad934806 100644
GIT binary patch
delta 185
zcmWl|ISztA7=Y3IGKeCI3*v?_u4mI~3JOC<Lg5KayoQw>jg{k}<l`mp`+3Tbs&pUf
zrE2lRi@E7*t_xFHxm#&>=upvRmmYiU)8~Kzha55Fm=jJpW5hXQF1X~1Yi^iu%aj>4
Pcii*9BTsKD=YQ4!@1#Nd

delta 183
zcmWl|I}U<C6hP5D925l<6%`O<z|Y#WqOh<vv2X<@Y=g?qhKewI((6f1-`3Jm-R+mv
zsE;`Qxw`4gRX>b8jr?02P|@a)BRU*&LYE$WPB~-1ITu_q<ce!<7%^tTEmLOPF{ft1
Nl6xL_d>c7^^B-aNL0bR-

diff --git a/changai/changai/api/v2/assets/non_erp_combined.processed.json b/changai/changai/api/v2/assets/non_erp_combined.processed.json
index 205fd06..67b7e84 100644
--- a/changai/changai/api/v2/assets/non_erp_combined.processed.json
+++ b/changai/changai/api/v2/assets/non_erp_combined.processed.json
@@ -27,13 +27,20 @@
         "priority": 105,
         "is_active": true
     },
-        {
+    {
         "category": "greeting",
-        "user_input": "how is ur day",
+        "user_input": "how is your day",
         "response": "Pretty good, thanks for asking! ChangAI here and ready to help. How's your day going?",
         "priority": 105,
         "is_active": true
     },
+    {
+        "category": "greeting",
+        "user_input": "no fine",
+        "response": "Okay! If you need any assistance or have questions, feel free to ask. I'm here to help!",
+        "priority": 105,
+        "is_active": true
+    },
     {
         "category": "greeting",
         "user_input": "hello erpgulf",
@@ -136857,208 +136864,208 @@
         "is_active": true
     },
     {
-    "category": "positive",
-    "user_input": "sounds good",
-    "response": "Great! Let me know if you need anything else.",
-    "priority": 100,
-    "is_active": true
-},
-{
-    "category": "positive",
-    "user_input": "looks good",
-    "response": "Glad to hear that. Let me know if you need more help.",
-    "priority": 100,
-    "is_active": true
-},
-{
-    "category": "positive",
-    "user_input": "perfect",
-    "response": "Awesome! Happy to help.",
-    "priority": 100,
-    "is_active": true
-},
-{
-    "category": "negative",
-    "user_input": "no",
-    "response": "Okay. Let me know if you need anything else.",
-    "priority": 100,
-    "is_active": true
-},
-{
-    "category": "negative",
-    "user_input": "nope",
-    "response": "Understood.",
-    "priority": 100,
-    "is_active": true
-},
-{
-    "category": "negative",
-    "user_input": "nah",
-    "response": "Alright.",
-    "priority": 100,
-    "is_active": true
-},
-{
-    "category": "negative",
-    "user_input": "never",
-    "response": "Got it.",
-    "priority": 100,
-    "is_active": true
-},
-{
-    "category": "negative",
-    "user_input": "not really",
-    "response": "Okay, understood.",
-    "priority": 100,
-    "is_active": true
-},
-{
-    "category": "negative",
-    "user_input": "no thanks",
-    "response": "No problem.",
-    "priority": 100,
-    "is_active": true
-},
-{
-    "category": "negative",
-    "user_input": "no thank you",
-    "response": "Alright.",
-    "priority": 100,
-    "is_active": true
-},
-{
-    "category": "negative",
-    "user_input": "negative",
-    "response": "Understood.",
-    "priority": 100,
-    "is_active": true
-},
-{
-    "category": "system",
-    "user_input": "cancel",
-    "response": "Cancelled.",
-    "priority": 100,
-    "is_active": true
-},
-{
-    "category": "system",
-    "user_input": "stop",
-    "response": "Stopped.",
-    "priority": 100,
-    "is_active": true
-},
-{
-    "category": "system",
-    "user_input": "ignore",
-    "response": "Okay, ignoring it.",
-    "priority": 100,
-    "is_active": true
-},
-{
-    "category": "system",
-    "user_input": "forget it",
-    "response": "Alright, leaving it.",
-    "priority": 100,
-    "is_active": true
-},
-{
-    "category": "system",
-    "user_input": "never mind",
-    "response": "Okay.",
-    "priority": 100,
-    "is_active": true
-},
-{
-    "category": "system",
-    "user_input": "nevermind",
-    "response": "Okay.",
-    "priority": 100,
-    "is_active": true
-},
-{
-    "category": "system",
-    "user_input": "leave it",
-    "response": "Alright.",
-    "priority": 100,
-    "is_active": true
-},
-{
-    "category": "system",
-    "user_input": "skip",
-    "response": "Skipped.",
-    "priority": 100,
-    "is_active": true
-},
-{
-    "category": "system",
-    "user_input": "drop it",
-    "response": "Okay, dropping it.",
-    "priority": 100,
-    "is_active": true
-},
-{
-    "category": "system",
-    "user_input": "not now",
-    "response": "Okay, maybe later.",
-    "priority": 100,
-    "is_active": true
-},
-{
-    "category": "system",
-    "user_input": "later",
-    "response": "Sure, we can do it later.",
-    "priority": 100,
-    "is_active": true
-},
-{
-    "category": "system",
-    "user_input": "wrong",
-    "response": "Sorry about that. Let me correct it.",
-    "priority": 120,
-    "is_active": true
-},
-{
-    "category": "system",
-    "user_input": "incorrect",
-    "response": "Apologies. Let me fix it.",
-    "priority": 120,
-    "is_active": true
-},
-{
-    "category": "system",
-    "user_input": "that's wrong",
-    "response": "Sorry. Let me correct it.",
-    "priority": 120,
-    "is_active": true
-},
-{
-    "category": "system",
-    "user_input": "not what i asked",
-    "response": "Sorry. Let me understand your request better.",
-    "priority": 120,
-    "is_active": true
-},
-{
-    "category": "system",
-    "user_input": "not what i want",
-    "response": "Understood. Let me adjust it.",
-    "priority": 120,
-    "is_active": true
-},
-{
-    "category": "system",
-    "user_input": "that's not right",
-    "response": "Sorry about that. Let me fix it.",
-    "priority": 120,
-    "is_active": true
-},
-{
-    "category": "system",
-    "user_input": "no that's wrong",
-    "response": "Apologies. Let me correct it.",
-    "priority": 120,
-    "is_active": true
-},
+        "category": "positive",
+        "user_input": "sounds good",
+        "response": "Great! Let me know if you need anything else.",
+        "priority": 100,
+        "is_active": true
+    },
+    {
+        "category": "positive",
+        "user_input": "looks good",
+        "response": "Glad to hear that. Let me know if you need more help.",
+        "priority": 100,
+        "is_active": true
+    },
+    {
+        "category": "positive",
+        "user_input": "perfect",
+        "response": "Awesome! Happy to help.",
+        "priority": 100,
+        "is_active": true
+    },
+    {
+        "category": "negative",
+        "user_input": "no",
+        "response": "Okay. Let me know if you need anything else.",
+        "priority": 100,
+        "is_active": true
+    },
+    {
+        "category": "negative",
+        "user_input": "nope",
+        "response": "Understood.",
+        "priority": 100,
+        "is_active": true
+    },
+    {
+        "category": "negative",
+        "user_input": "nah",
+        "response": "Alright.",
+        "priority": 100,
+        "is_active": true
+    },
+    {
+        "category": "negative",
+        "user_input": "never",
+        "response": "Got it.",
+        "priority": 100,
+        "is_active": true
+    },
+    {
+        "category": "negative",
+        "user_input": "not really",
+        "response": "Okay, understood.",
+        "priority": 100,
+        "is_active": true
+    },
+    {
+        "category": "negative",
+        "user_input": "no thanks",
+        "response": "No problem.",
+        "priority": 100,
+        "is_active": true
+    },
+    {
+        "category": "negative",
+        "user_input": "no thank you",
+        "response": "Alright.",
+        "priority": 100,
+        "is_active": true
+    },
+    {
+        "category": "negative",
+        "user_input": "negative",
+        "response": "Understood.",
+        "priority": 100,
+        "is_active": true
+    },
+    {
+        "category": "system",
+        "user_input": "cancel",
+        "response": "Cancelled.",
+        "priority": 100,
+        "is_active": true
+    },
+    {
+        "category": "system",
+        "user_input": "stop",
+        "response": "Stopped.",
+        "priority": 100,
+        "is_active": true
+    },
+    {
+        "category": "system",
+        "user_input": "ignore",
+        "response": "Okay, ignoring it.",
+        "priority": 100,
+        "is_active": true
+    },
+    {
+        "category": "system",
+        "user_input": "forget it",
+        "response": "Alright, leaving it.",
+        "priority": 100,
+        "is_active": true
+    },
+    {
+        "category": "system",
+        "user_input": "never mind",
+        "response": "Okay.",
+        "priority": 100,
+        "is_active": true
+    },
+    {
+        "category": "system",
+        "user_input": "nevermind",
+        "response": "Okay.",
+        "priority": 100,
+        "is_active": true
+    },
+    {
+        "category": "system",
+        "user_input": "leave it",
+        "response": "Alright.",
+        "priority": 100,
+        "is_active": true
+    },
+    {
+        "category": "system",
+        "user_input": "skip",
+        "response": "Skipped.",
+        "priority": 100,
+        "is_active": true
+    },
+    {
+        "category": "system",
+        "user_input": "drop it",
+        "response": "Okay, dropping it.",
+        "priority": 100,
+        "is_active": true
+    },
+    {
+        "category": "system",
+        "user_input": "not now",
+        "response": "Okay, maybe later.",
+        "priority": 100,
+        "is_active": true
+    },
+    {
+        "category": "system",
+        "user_input": "later",
+        "response": "Sure, we can do it later.",
+        "priority": 100,
+        "is_active": true
+    },
+    {
+        "category": "system",
+        "user_input": "wrong",
+        "response": "Sorry about that. Let me correct it.",
+        "priority": 120,
+        "is_active": true
+    },
+    {
+        "category": "system",
+        "user_input": "incorrect",
+        "response": "Apologies. Let me fix it.",
+        "priority": 120,
+        "is_active": true
+    },
+    {
+        "category": "system",
+        "user_input": "that's wrong",
+        "response": "Sorry. Let me correct it.",
+        "priority": 120,
+        "is_active": true
+    },
+    {
+        "category": "system",
+        "user_input": "not what i asked",
+        "response": "Sorry. Let me understand your request better.",
+        "priority": 120,
+        "is_active": true
+    },
+    {
+        "category": "system",
+        "user_input": "not what i want",
+        "response": "Understood. Let me adjust it.",
+        "priority": 120,
+        "is_active": true
+    },
+    {
+        "category": "system",
+        "user_input": "that's not right",
+        "response": "Sorry about that. Let me fix it.",
+        "priority": 120,
+        "is_active": true
+    },
+    {
+        "category": "system",
+        "user_input": "no that's wrong",
+        "response": "Apologies. Let me correct it.",
+        "priority": 120,
+        "is_active": true
+    },
     {
         "category": "system",
         "user_input": "كل شيء توقف",
diff --git a/changai/changai/api/v2/auto_gen_api.py b/changai/changai/api/v2/auto_gen_api.py
index 9391743..ab51097 100644
--- a/changai/changai/api/v2/auto_gen_api.py
+++ b/changai/changai/api/v2/auto_gen_api.py
@@ -197,10 +197,10 @@ def _extract_existing_keys(data: List[Any]) -> Set[tuple]:
     return keys
 
 
-def _build_master_data_row(entity_type: str, entity_id: str,title_field:str) -> Dict[str, Any]:
+def _build_master_data_row(entity_type: str, entity_id:str,title_field:str) -> Dict[str, Any]:
     return {
         "entity_type": entity_type,
-        "entity_id": entity_id,
+        "entity_id": title_field,
         "filters": {"field": title_field if title_field else "name", "value": entity_id},
     }
 
diff --git a/changai/changai/api/v2/build_cards_faiss_index_v2.py b/changai/changai/api/v2/build_cards_faiss_index_v2.py
index 9e1cad2..96097cb 100644
--- a/changai/changai/api/v2/build_cards_faiss_index_v2.py
+++ b/changai/changai/api/v2/build_cards_faiss_index_v2.py
@@ -17,7 +17,7 @@ def get_app_fvs_base():
         frappe.get_app_path("changai"),
         "changai", "api", "v2", "fvs_stores", "erpnext"
     )
-
+@frappe.whitelist(allow_guest=True)
 def get_private_fvs_base():
     return frappe.get_site_path("private", "changai", "fvs_stores", "erpnext")
 
@@ -271,10 +271,10 @@ def _build_entity_metadata(md: Dict[str, Any]) -> Dict[str, Any]:
     return {
         "type": "entity",
         "entity_type": md.get("entity_type"),
-        "entity_id": md.get("entity_id"),
-        "canonical_name": md.get("canonical_name"),
-        "aliases": md.get("aliases", []),
-        "description": md.get("description", ""),
+        "entity_id": md.get('entity_id'),
+        "entity_label": f"{md.get('filters', {}).get('field')}:{md.get('filters', {}).get('value')}"
+        # "canonical_name": md.get("canonical_name"),
+        # "aliases": md.get("aliases", []),
     }
 
 
diff --git a/changai/changai/api/v2/fvs_stores/erpnext/masterdata_fvs/index.faiss b/changai/changai/api/v2/fvs_stores/erpnext/masterdata_fvs/index.faiss
deleted file mode 100644
index 52aafef8932eb9da1f84da827c09fd58f78ce99e..0000000000000000000000000000000000000000
GIT binary patch
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A82|tP

diff --git a/changai/changai/api/v2/schema_utils.py b/changai/changai/api/v2/schema_utils.py
index 8ee4269..bb566c8 100644
--- a/changai/changai/api/v2/schema_utils.py
+++ b/changai/changai/api/v2/schema_utils.py
@@ -12,6 +12,19 @@
 from frappe import _
 from pathlib import Path
 
+
+@frappe.whitelist(allow_guest=True)
+def word_match(entity_word,values):
+    from changai.changai.api.v2.auto_gen_api import _read_filedoctype
+    from changai.changai.api.v2.text2sql_pipeline_v2 import is_erp_query
+    master_data_content = _read_filedoctype("master_data.yaml")
+    master_items = master_data_content["data"]
+    values = [item["filters"]["value"] for item in master_items]
+    response = is_erp_query(True, entity_word, values, 70)
+    return response
+        
+
+
 def _safe_join(base: Path, rel: str) -> Path:
     """
     Prevent path traversal. Only allow reading inside base directory.
diff --git a/changai/changai/api/v2/text2sql_pipeline_v2.py b/changai/changai/api/v2/text2sql_pipeline_v2.py
index 811221b..4241528 100644
--- a/changai/changai/api/v2/text2sql_pipeline_v2.py
+++ b/changai/changai/api/v2/text2sql_pipeline_v2.py
@@ -206,7 +206,8 @@ def enrich_fields_for_sql_context(table: str, fields: list[str]) -> list[str]:
                 out.insert(0, f)
 
     return out
-@frappe.whitelist(allow_guest=False)
+
+
 def format_schema_context(grouped: dict[str, list[str]]) -> str:
     parts = []
 
@@ -249,9 +250,7 @@ def publish_pipeline_update(request_id, stage, message, data=None, done=False, e
         message=payload,
         user=frappe.session.user,
     )
-# @frappe.whitelist(allow_guest=False)
-# def test():
-#     return publish_pipeline_update("session_1775182859529_ecd7cd87-cec1-42f4-be0d-c969b48a5117_1775182993037", "test_stage", "Test realtime working")
+
 
 def _safe_join(base: Path, rel: str) -> Path:
     """
@@ -774,21 +773,21 @@ def _get_gemini_vertex_config(config):
 def _throw_missing_vertex_field(project_id: str, location: str, credentials_json: str) -> None:
     if not project_id:
         frappe.throw(
-            _("Gemini Project ID is missing.<br><br>Please go to <b> <a href='{1}' target='_blank' rel='noopener noreferrer' style='color: #1e90ff;'>Go to Settings Page</a> </b> and enter your <b>Gemini Project ID</b>.<br>"
+            _("Gemini Project ID is missing.<br><br>Please <b> <a href='{1}' target='_blank' rel='noopener noreferrer' style='color: #1e90ff;'>Go to Settings Page</a> </b> and enter your <b>Gemini Project ID</b>.<br>"
             "Check Quick Start Guide 👇:<br><a href='{0}' target='_blank'>Click here</a><br>"
             "<a href='{2}' target='_blank' rel='noopener noreferrer' style='color: #1e90ff;'>ERPGulf.com</a></b>.").format(CHANGAI_GUIDE_LINK,settingsUrl,ERPGULF_LINK),
             title=_("Missing Gemini Project ID"),
         )
     if not location:
         frappe.throw(
-            _("Gemini Location is missing.<br><br>Please go to <b><a href='{1}' target='_blank' rel='noopener noreferrer' style='color: #1e90ff;'>Go to Settings Page</a></b> and enter your <b>Gemini Location</b>.<br>"
+            _("Gemini Location is missing.<br><br>Please <b><a href='{1}' target='_blank' rel='noopener noreferrer' style='color: #1e90ff;'>Go to Settings Page</a></b> and enter your <b>Gemini Location</b>.<br>"
               "Check Quick Start Guide 👇:<br><a href='{0}' target='_blank'>Click here</a><br>"
               "<a href='{2}' target='_blank' rel='noopener noreferrer' style='color: #1e90ff;'>ERPGulf.com</a></b>.").format(CHANGAI_GUIDE_LINK,settingsUrl,ERPGULF_LINK),
             title=_("Missing Gemini Location"),
         )
     if not credentials_json:
         frappe.throw(
-            _("Service Account Credentials are missing.<br><br>Please go to <b><a href='{1}' target='_blank' rel='noopener noreferrer' style='color: #1e90ff;'>Go to Settings Page</a></b> and enter your <b>Service Account Credential</b>.<br>"
+            _("Service Account Credentials are missing.<br><br>Please <b><a href='{1}' target='_blank' rel='noopener noreferrer' style='color: #1e90ff;'>Go to Settings Page</a></b> and enter your <b>Service Account Credential</b>.<br>"
             "Check Quick Start Guide 👇:<br><a href='{0}' target='_blank'>Click here</a>"
             "<a href='{2}' target='_blank' rel='noopener noreferrer' style='color: #1e90ff;'>ERPGulf.com</a></b>."
 ).format(CHANGAI_GUIDE_LINK,settingsUrl,ERPGULF_LINK),
@@ -1020,6 +1019,9 @@ def _safe_strip(v):
 
 # Shared State
 class SQLState(TypedDict, total=False):
+    entity_type_list:List[str]
+    entity_type:str
+    final_prompt:str
     request_id: str
     sendNonErptoAI:bool
     session_id: str
@@ -1119,7 +1121,19 @@ def tokenize_mixed(text):
     return re.findall(r'[\u0600-\u06FF]+|[a-zA-Z0-9]+', text.lower())
 
 
-def is_erp_query(q: str, words_list: list,cut_off_perc:int) -> bool:
+def is_erp_query(master_match:bool, q: str, words_list: list,cut_off_perc:int) -> bool:
+    if master_match:
+        match = process.extract(
+            q.strip().lower(),
+            [v.strip().lower() for v in words_list],
+            scorer=fuzz.WRatio,
+            limit=5        )
+        # matched_value = match[
+        return {
+            "matched_value": match,
+        }
+
+
     words = tokenize_mixed(q)
 
     for word in words:
@@ -1143,39 +1157,12 @@ def is_erp_query(q: str, words_list: list,cut_off_perc:int) -> bool:
     return False
 
 
-@frappe.whitelist(allow_guest=False)
-def test_is_erp_query(q: str,cut_off_perc:int=85) -> bool:
-    words = tokenize_mixed(q)
-
-    for word in words:
-
-        # if len(word) <= 2:
-        #     continue
-
-        # if word in STOP_WORDS:
-        #     continue
-
-        match = process.extractOne(
-            word,
-            THREAD_WORDS,
-            scorer=fuzz.ratio,
-            score_cutoff=cut_off_perc
-        )
-
-        if match:
-            matched_word = match[0]   # the matched keyword
-            match_score = match[1]    # the score
-            return True, matched_word, match_score
-
-    return False
-
-
 def guardrail_router(state: SQLState) -> SQLState:
     request_id = state.get("request_id")
     chat_id = state.get("session_id")
     raw_q = state.get("question") or ""
     try:
-        is_erp= is_erp_query(raw_q,BUSINESS_KEYWORDS,80)
+        is_erp= is_erp_query(False,raw_q,BUSINESS_KEYWORDS,80)
         if is_erp:
             query_type = "ERP"
         elif is_thread_erp(raw_q, chat_id):
@@ -1197,42 +1184,6 @@ def guardrail_router(state: SQLState) -> SQLState:
     return state
 
 
-@frappe.whitelist(allow_guest=False)
-def test_guardrail_router(question: str, chat_id: str = None, request_id: str = None) -> Dict:
-    """Test API for guardrail_router — mirrors its logic without pipeline state"""
-    
-    if not chat_id:
-        chat_id = frappe.generate_hash(length=10)
-    
-    if not request_id:
-        request_id = frappe.generate_hash(length=10)
-
-    raw_q = str(question).strip()
-
-    try:
-        is_erp = is_erp_query(raw_q, BUSINESS_KEYWORDS, 80)
-        if is_erp:
-            query_type = "ERP"
-        # elif is_thread_erp(raw_q, chat_id):
-        #     query_type = "ERP"
-        else:
-            query_type = "NON_ERP"
-    except Exception as e:
-        frappe.log_error(frappe.get_traceback(), "Test Guardrail Router Error")
-        return {
-            "question": raw_q,
-            "query_type": "NON_ERP",
-            "error": str(e)
-        }
-
-    return {
-        "question": raw_q,
-        "chat_id": chat_id,
-        "query_type": query_type,
-        "is_erp": is_erp,
-    }
-
-
 def send_non_erp_request(state: SQLState) -> SQLState:
     qstn =state.get("question")
     if not qstn:
@@ -1314,11 +1265,7 @@ def rewrite_question(state: SQLState) -> SQLState:
         )
         return {**state, "error": str(e)}
 
-# @frappe.whitelist(allow_guest=True)
-# def testing():
-#     res=get_table_vs()
-#     if res:
-#         return True
+
 def get_table_vs():
     global _VS_TABLE
 
@@ -1497,6 +1444,8 @@ def build_hnsw_index(embeddings):
     
     return index
 
+
+@frappe.whitelist(allow_guest=True)
 def call_retrieve_multi_line(user_question: str, request_id: str) -> Dict[str, Any]:
     try:
         top_tables = call_fvs_table_search(user_question, request_id)
@@ -1656,6 +1605,7 @@ def generate_sql(state:SQLState) -> SQLState:
     if config["retriever_structure"]=="multi line":
         context = fields + (entity_block or "")
         prompt = fill_sql_prompt(formatted_q, context)
+        state["final_prompt"] = prompt
     else:
         prompt=fill_sql_prompt(formatted_q,state["context"])
     try:
@@ -1699,7 +1649,6 @@ def validate_sql(state: SQLState) -> SQLState:
     return {**state, "validation": val}
 
 
-@frappe.whitelist(allow_guest=False)
 def remote_entity_embedder(q: str) -> Union[list, str]:
     config = ChangAIConfig.get()
     payload = {"version": config["entity_retriever"], "input": {"query": q}}
@@ -1755,22 +1704,54 @@ def get_master_vs():
 
     return _VS_MASTER
 
+import re
+
+def append_entity_field_to_schema(top_fields: str, table_name: str, field_name: str) -> str:
+    """
+    Append field_name to the FIELDS section of table_name if missing.
+    Example: append customer_name into TABLE: tabCustomer block.
+    """
+
+    pattern = rf"(TABLE:\s*{re.escape(table_name)}\n.*?FIELDS:\n)(.*?)(?=\n\nTABLE:|\Z)"
+
+    def replace_block(match):
+        header = match.group(1)
+        fields_block = match.group(2)
+
+        # already exists
+        if re.search(rf"^- {re.escape(field_name)}(\s|$)", fields_block, re.MULTILINE):
+            return match.group(0)
+
+        return header + fields_block.rstrip() + f"\n- {field_name}\n"
+
+    return re.sub(pattern, replace_block, top_fields, count=1, flags=re.DOTALL)
+
+@frappe.whitelist(allow_guest=True)
 def local_entity_embedder(q: str) -> List[Dict[str, Any]]:
-    hits = get_master_vs().similarity_search(q, k=15)
+    hits = get_master_vs().similarity_search(q, k=20)
     out, seen = [], set()
+    entity_types_list=[]
     for h in hits:
-        entity_type = h.metadata.get("entity_type")
-        entity_id = h.metadata.get("entity_id")
+        entity_type = h.metadata.get("entity_type")   # example: tabCustomer
+        entity_id = h.metadata.get("entity_id") if h.metadata.get("entity_id") else ""     # example: customer_name
+        entity_label = h.metadata.get("entity_label")
+        # if entity_type in state["selected_tables"]:
+        #     state["selected_fields"] = append_entity_field_to_schema(
+        #         top_fields=state["selected_fields"],
+        #         table_name=entity_type,
+        #         field_name=entity_id
+        #     )
+
         key = (entity_type, entity_id)
         if entity_type and key not in seen:
             seen.add(key)
-            out.append({"entity_type": entity_type, "entity_id": entity_id})
+            out.append({"entity_type": entity_type, "entity_id": entity_id, "entity_label": entity_label})
     return out
 
+@frappe.whitelist(allow_guest=True)
 def call_entity_retriever(qstn: str) -> Dict[str, Any]:
     config = ChangAIConfig.get()
     if config["REMOTE"] and config["llm"] == "QWEN3":
-
         response = remote_entity_embedder(qstn)
 
         if not response.get("ok"):
@@ -1786,7 +1767,11 @@ def call_entity_retriever(qstn: str) -> Dict[str, Any]:
         return {"raw": body, "cards": cards}
     else:
         results = local_entity_embedder(qstn)
-        cards = [f"{r['entity_type']}:{r['entity_id']}" for r in results if r.get("entity_type")]
+        cards = [
+            r.get("entity_label")
+            for r in results
+            if r.get("entity_label")
+        ]
         return {"raw": results, "cards": cards}
 
 
@@ -1863,7 +1848,7 @@ def detect_specific_entities(state: SQLState) -> SQLState:
                 "<a href='{3}' target='_blank' rel='noopener noreferrer' style='color:#1e90ff;'>ERPGulf.com</a>"
             ).format(res.get("days"), settingsUrl, CHANGAI_GUIDE_LINK, ERPGULF_LINK))
 
-        out = call_entity_retriever(q)
+        out = call_entity_retriever(q,state)
         return {
             **state,
             "entity_cards": out.get("cards") or [],
@@ -2213,7 +2198,6 @@ def to_json_if_needed(v: Any) -> Any:
     return doc.name
 
 
-@frappe.whitelist(allow_guest=False)
 def format_data_conversationally(user_data: Any) -> str:
     return render_template(
         CONVERSATION_TEMPLATE,  # nosemgrep: frappe-semgrep-rules.rules.security.frappe-ssti
@@ -2222,7 +2206,6 @@ def format_data_conversationally(user_data: Any) -> str:
     )
 
 
-@frappe.whitelist(allow_guest=False)
 def format_data(qstn: str, sql_data: Any) -> Dict[str, str]:
     if isinstance(sql_data, (dict, list)):
         db_result_json = json.dumps(sql_data, ensure_ascii=False, default=str)
@@ -2591,13 +2574,12 @@ def hits_to_schema_context(
     return "\n".join(lines)
 
 
-@frappe.whitelist(allow_guest=False)
-def debug_entity_retriever(q: str):
+def debug_entity_retriever(q: str,state: SQLState):
     resp = remote_entity_embedder(q)   # this returns {"ok":..., "body":...}
     return {
         "query": q,
         "raw_response": resp,
-        "parsed_entity_cards": call_entity_retriever(q),
+        "parsed_entity_cards": call_entity_retriever(q,state)
     }
 
 
@@ -2816,10 +2798,9 @@ def get_last_thread_message(chat_id: str):
     "اتركه", "مش محتاج", "مو صح", "خطأ",
 ]
 
-@frappe.whitelist(allow_guest=False)
 def is_thread_erp(q:str,chat_id:str):
     msg_type = get_last_thread_message(chat_id)
-    if msg_type == "erp" and is_erp_query(q, THREAD_WORDS,85):
+    if msg_type == "erp" and is_erp_query(False,q, THREAD_WORDS,85):
         return True
     else:
         return False
@@ -2847,23 +2828,24 @@ def run_text2sql_pipeline(user_question: str, chat_id: str, request_id: str, sen
     selected_tables = final.get("selected_tables") or []
     fields = _safe_strip(final.get("selected_fields") or "")
     sql_prompt = _safe_strip(final.get("sql_prompt") or "")
+    final_prompt = final.get("final_prompt") or ""
     try:
         context = final.get("context")
     except Exception as e:
         frappe.log_error(e, "Error occurred while fetching final values")
     err = final.get("error")
 
-    # guard empty sql
-    # if not sql:
-    #     return _error_response(memory_status, user_question, formatted_q, context,
-    #                            selected_tables, fields, sql, 
-    #                            {"ok": False, "error": "SQL is empty"},
-    #                            entity_debug, 0, "SQL not valid or missing", err)
-    # retried_sql1, retried_orm1, retry1_val_res = retry_sql(retried_sql, retry_val_res.get("error"), formatted_q, sql_prompt)
-    # if retry1_val_res.get("ok"):
-    #     return _handle_sql_result(memory_status, sql_prompt, final, retried_sql1, retried_orm1,
-    #                               formatted_q, fields, selected_tables, retry1_val_res,
-    #                               entity_debug, user_question, chat_id)
+    # # guard empty sql
+    # # if not sql:
+    # #     return _error_response(memory_status, user_question, formatted_q, context,
+    # #                            selected_tables, fields, sql, 
+    # #                            {"ok": False, "error": "SQL is empty"},
+    # #                            entity_debug, 0, "SQL not valid or missing", err)
+    # # retried_sql1, retried_orm1, retry1_val_res = retry_sql(retried_sql, retry_val_res.get("error"), formatted_q, sql_prompt)
+    # # if retry1_val_res.get("ok"):
+    # #     return _handle_sql_result(memory_status, sql_prompt, final, retried_sql1, retried_orm1,
+    # #                               formatted_q, fields, selected_tables, retry1_val_res,
+    # #                               entity_debug, user_question, chat_id)
     res = validate_sql_schema(sql)
     publish_pipeline_update(request_id, "sql_validated", _("SQL validation Completed"))
 
@@ -2914,16 +2896,6 @@ def _error_response(memory_status, user_question, formatted_q, context,
     }
 
 
-# @frappe.whitelist(allow_guest=False)
-# def test(user_qstn, session_id):
-#     prompt = inject_prompt(user_qstn, session_id)
-    
-#     try:
-#         raw = call_model(prompt, "llm")
-#         standalone, contains_values = _parse_rewrite_response(raw, user_qstn)
-#         return standalone, contains_values
-#     except Exception as e:
-#         print(f"Error during model call: {e}")
 _WARMUP_COUNT=0
 def load_on_startup():
     global _WARMUP_COUNT,_EMBEDDER_INSTANCE, _VS_TABLE, _FULL_FIELDS_VS, _VS_MASTER, _FIELD_DOCS_CACHE, sym_spell, _GEMINI_CLIENT
@@ -2983,16 +2955,6 @@ def _init_keywords():
             _word_is_erp(kw)  # result gets cached — first real request is instant
             
 
-@frappe.whitelist(allow_guest=False)
-def test():
-    test_docs=["Customer","Employee","Item","Sales Order"]
-    result = []
-    for doc in test_docs:
-        meta = frappe.get_meta(doc)
-        title_field = meta.title_field
-        result.append((doc, title_field))
-    return result
-
 
 def get_embedding_engine_test():
     global _EMBEDDER_INSTANCE
@@ -3027,13 +2989,3 @@ def get_embedding_engine_test():
         "load_time": time.time() - t3,
         "result": "loaded_now"
     }
-
-# @frappe.whitelist(allow_guest=True)
-# def rewrite_question(session_id):
-#     # request_id = state.get("request_id")
-#     # user_qstn = state.get("question") or ""
-#     # session_id = state.get("session_id")
-#     # sys_prompt = SQL_REWRITE_SYS_PROMPT
-#     user_qstn = "What are the top 5 selling products last month?"
-#     prompt = inject_prompt(user_qstn, session_id)
-#     return prompt
\ No newline at end of file
diff --git a/changai/changai/prompts/sql_system_prompt.txt b/changai/changai/prompts/sql_system_prompt.txt
index 3f749dc..012f39f 100644
--- a/changai/changai/prompts/sql_system_prompt.txt
+++ b/changai/changai/prompts/sql_system_prompt.txt
@@ -30,11 +30,20 @@ For every table in your SQL, answer internally:
   NO  → remove it immediately. No exceptions.
 
 ═══ ENTITY FILTERING ═══
-- If ENTITY_CARDS exist, use ONLY those exact values (no spelling/case changes).
-- NEVER use entity string literals from the user question directly.
-- Match user-mentioned names to the closest ENTITY_CARD using fuzzy/semantic matching.
-  Account for typos, abbreviations, and partial names.
+- If ENTITY_CARDS exist, use ONLY those exact entity values in enity card (no spelling/case changes).
+- NEVER EVER use entity string literals dirently in writing SQL from the user question directly.
+- Match user-mentioned names to the closest ENTITY_CARD using typos/phonetic matching/fuzzy/semantic matching, abbreviations, and partial names.
 - Always use the exact entity card value in SQL and ORM.
+  ENTITY CARD FILTERING RULE:
+  If the user mentions an entity that is the same as, similar to, or a partial match of any provided entity card, you MUST use that entity card's exact filter_field and filter_value in the SQL WHERE clause.
+  Do NOT use the raw user text for filtering.
+  Do NOT default to the `name` field unless the entity card filter_field is `name`.
+- Consider very bad typos, pronunciation similarity, sound-alike names, abbreviations, and partial matches,phonetic matching  when matching user enteity text with entity cards.
+ important - always use the filter field given in entity cards for filtering with that enitity value
+CRITICAL ENTITY FILTER OVERRIDE RULE:
+If a matching ENTITY_CARD is found for a user-mentioned entity, the SQL WHERE clause MUST use ONLY:
+- the ENTITY_CARD filter_field
+- the ENTITY_CARD filter_value
 
 ═══ DOCSTATUS LAW ═══
 - docstatus ONLY exists on submittable transaction doctypes:
diff --git a/changai/changai/prompts/sql_user_prompt.txt b/changai/changai/prompts/sql_user_prompt.txt
index 57c7310..66393d7 100644
--- a/changai/changai/prompts/sql_user_prompt.txt
+++ b/changai/changai/prompts/sql_user_prompt.txt
@@ -1,6 +1,8 @@
 USER QUESTION: {question}
 You are FORBIDDEN from using any table or field that is not explicitly listed in the SCHEMA CONTEXT. No exceptions.
 SCHEMA CONTEXT: {context}
+- ENTITY_CARDS provide the exact field and value to use in SQL filtering.
+- Always use the entity card's `filter_field` and `filter_value` when generating WHERE conditions in the SQL.
 GENERIC FIELDS (available on ALL transaction doctypes):
 name, creation, modified, owner, company, docstatus, naming_series, amended_from
 GENERIC FIELDS (available on ALL master doctypes):
diff --git a/changai/public/dist/changai-chatbot.js b/changai/public/dist/changai-chatbot.js
index d392363..ab89094 100644
--- a/changai/public/dist/changai-chatbot.js
+++ b/changai/public/dist/changai-chatbot.js
@@ -1,7 +1,7 @@
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@@ -45,7 +45,7 @@ ${u}`:u;let p=this.lexer.state.top;if(this.lexer.state.top=!0,this.lexer.blockTo
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-`+l.text,this.inlineQueue.pop(),this.inlineQueue.at(-1).src=u.text):n.push(l);continue}if(t){this.infiniteLoopError(t.charCodeAt(0));break}}return this.state.top=!0,n}inline(t,n=[]){return this.inlineQueue.push({src:t,tokens:n}),n}inlineTokens(t,n=[]){var c,u,p,g,w,E;this.tokenizer.lexer=this;let s=t,r=null;if(this.tokens.links){let m=Object.keys(this.tokens.links);if(m.length>0)for(;(r=this.tokenizer.rules.inline.reflinkSearch.exec(s))!==null;)m.includes(r[0].slice(r[0].lastIndexOf("[")+1,-1))&&(s=s.slice(0,r.index)+"["+"a".repeat(r[0].length-2)+"]"+s.slice(this.tokenizer.rules.inline.reflinkSearch.lastIndex))}for(;(r=this.tokenizer.rules.inline.anyPunctuation.exec(s))!==null;)s=s.slice(0,r.index)+"++"+s.slice(this.tokenizer.rules.inline.anyPunctuation.lastIndex);let i;for(;(r=this.tokenizer.rules.inline.blockSkip.exec(s))!==null;)i=r[2]?r[2].length:0,s=s.slice(0,r.index+i)+"["+"a".repeat(r[0].length-i-2)+"]"+s.slice(this.tokenizer.rules.inline.blockSkip.lastIndex);s=(p=(u=(c=this.options.hooks)==null?void 0:c.emStrongMask)==null?void 0:u.call({lexer:this},s))!=null?p:s;let o=!1,a="",l=1/0;for(;t;){if(t.length<l)l=t.length;else{this.infiniteLoopError(t.charCodeAt(0));break}o||(a=""),o=!1;let m;if((w=(g=this.options.extensions)==null?void 0:g.inline)!=null&&w.some(S=>(m=S.call({lexer:this},t,n))?(t=t.substring(m.raw.length),n.push(m),!0):!1))continue;if(m=this.tokenizer.escape(t)){t=t.substring(m.raw.length),n.push(m);continue}if(m=this.tokenizer.tag(t)){t=t.substring(m.raw.length),n.push(m);continue}if(m=this.tokenizer.link(t)){t=t.substring(m.raw.length),n.push(m);continue}if(m=this.tokenizer.reflink(t,this.tokens.links)){t=t.substring(m.raw.length);let S=n.at(-1);m.type==="text"&&(S==null?void 0:S.type)==="text"?(S.raw+=m.raw,S.text+=m.text):n.push(m);continue}if(m=this.tokenizer.emStrong(t,s,a)){t=t.substring(m.raw.length),n.push(m);continue}if(m=this.tokenizer.codespan(t)){t=t.substring(m.raw.length),n.push(m);continue}if(m=this.tokenizer.br(t)){t=t.substring(m.raw.length),n.push(m);continue}if(m=this.tokenizer.del(t,s,a)){t=t.substring(m.raw.length),n.push(m);continue}if(m=this.tokenizer.autolink(t)){t=t.substring(m.raw.length),n.push(m);continue}if(!this.state.inLink&&(m=this.tokenizer.url(t))){t=t.substring(m.raw.length),n.push(m);continue}let R=t;if((E=this.options.extensions)!=null&&E.startInline){let S=1/0,V=t.slice(1),K;this.options.extensions.startInline.forEach(O=>{K=O.call({lexer:this},V),typeof K=="number"&&K>=0&&(S=Math.min(S,K))}),S<1/0&&S>=0&&(R=t.substring(0,S+1))}if(m=this.tokenizer.inlineText(R)){t=t.substring(m.raw.length),m.raw.slice(-1)!=="_"&&(a=m.raw.slice(-1)),o=!0;let S=n.at(-1);(S==null?void 0:S.type)==="text"?(S.raw+=m.raw,S.text+=m.text):n.push(m);continue}if(t){this.infiniteLoopError(t.charCodeAt(0));break}}return n}infiniteLoopError(t){let n="Infinite loop on byte: "+t;if(!this.options.silent)throw new Error(n)}},Os=class{constructor(e){we(this,"options");we(this,"parser");this.options=e||un}space(e){return""}code({text:e,lang:t,escaped:n}){var i;let s=(i=(t||"").match(qe.notSpaceStart))==null?void 0:i[0],r=e.replace(qe.endingNewline,"")+`
+`+l.text,this.inlineQueue.pop(),this.inlineQueue.at(-1).src=u.text):n.push(l);continue}if(t){this.infiniteLoopError(t.charCodeAt(0));break}}return this.state.top=!0,n}inline(t,n=[]){return this.inlineQueue.push({src:t,tokens:n}),n}inlineTokens(t,n=[]){var c,u,p,g,w,E;this.tokenizer.lexer=this;let s=t,r=null;if(this.tokens.links){let m=Object.keys(this.tokens.links);if(m.length>0)for(;(r=this.tokenizer.rules.inline.reflinkSearch.exec(s))!==null;)m.includes(r[0].slice(r[0].lastIndexOf("[")+1,-1))&&(s=s.slice(0,r.index)+"["+"a".repeat(r[0].length-2)+"]"+s.slice(this.tokenizer.rules.inline.reflinkSearch.lastIndex))}for(;(r=this.tokenizer.rules.inline.anyPunctuation.exec(s))!==null;)s=s.slice(0,r.index)+"++"+s.slice(this.tokenizer.rules.inline.anyPunctuation.lastIndex);let i;for(;(r=this.tokenizer.rules.inline.blockSkip.exec(s))!==null;)i=r[2]?r[2].length:0,s=s.slice(0,r.index+i)+"["+"a".repeat(r[0].length-i-2)+"]"+s.slice(this.tokenizer.rules.inline.blockSkip.lastIndex);s=(p=(u=(c=this.options.hooks)==null?void 0:c.emStrongMask)==null?void 0:u.call({lexer:this},s))!=null?p:s;let o=!1,a="",l=1/0;for(;t;){if(t.length<l)l=t.length;else{this.infiniteLoopError(t.charCodeAt(0));break}o||(a=""),o=!1;let m;if((w=(g=this.options.extensions)==null?void 0:g.inline)!=null&&w.some(T=>(m=T.call({lexer:this},t,n))?(t=t.substring(m.raw.length),n.push(m),!0):!1))continue;if(m=this.tokenizer.escape(t)){t=t.substring(m.raw.length),n.push(m);continue}if(m=this.tokenizer.tag(t)){t=t.substring(m.raw.length),n.push(m);continue}if(m=this.tokenizer.link(t)){t=t.substring(m.raw.length),n.push(m);continue}if(m=this.tokenizer.reflink(t,this.tokens.links)){t=t.substring(m.raw.length);let T=n.at(-1);m.type==="text"&&(T==null?void 0:T.type)==="text"?(T.raw+=m.raw,T.text+=m.text):n.push(m);continue}if(m=this.tokenizer.emStrong(t,s,a)){t=t.substring(m.raw.length),n.push(m);continue}if(m=this.tokenizer.codespan(t)){t=t.substring(m.raw.length),n.push(m);continue}if(m=this.tokenizer.br(t)){t=t.substring(m.raw.length),n.push(m);continue}if(m=this.tokenizer.del(t,s,a)){t=t.substring(m.raw.length),n.push(m);continue}if(m=this.tokenizer.autolink(t)){t=t.substring(m.raw.length),n.push(m);continue}if(!this.state.inLink&&(m=this.tokenizer.url(t))){t=t.substring(m.raw.length),n.push(m);continue}let A=t;if((E=this.options.extensions)!=null&&E.startInline){let T=1/0,W=t.slice(1),K;this.options.extensions.startInline.forEach(O=>{K=O.call({lexer:this},W),typeof K=="number"&&K>=0&&(T=Math.min(T,K))}),T<1/0&&T>=0&&(A=t.substring(0,T+1))}if(m=this.tokenizer.inlineText(A)){t=t.substring(m.raw.length),m.raw.slice(-1)!=="_"&&(a=m.raw.slice(-1)),o=!0;let T=n.at(-1);(T==null?void 0:T.type)==="text"?(T.raw+=m.raw,T.text+=m.text):n.push(m);continue}if(t){this.infiniteLoopError(t.charCodeAt(0));break}}return n}infiniteLoopError(t){let n="Infinite loop on byte: "+t;if(!this.options.silent)throw new Error(n)}},Os=class{constructor(e){we(this,"options");we(this,"parser");this.options=e||un}space(e){return""}code({text:e,lang:t,escaped:n}){var i;let s=(i=(t||"").match(qe.notSpaceStart))==null?void 0:i[0],r=e.replace(qe.endingNewline,"")+`
 `;return s?'<pre><code class="language-'+Rt(s)+'">'+(n?r:Rt(r,!0))+`</code></pre>
 `:"<pre><code>"+(n?r:Rt(r,!0))+`</code></pre>
 `}blockquote({tokens:e}){return`<blockquote>
@@ -64,6 +64,6 @@ ${this.parser.parse(e)}</blockquote>
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a=o;switch(a.type){case"space":{n+=this.renderer.space(a);break}case"hr":{n+=this.renderer.hr(a);break}case"heading":{n+=this.renderer.heading(a);break}case"code":{n+=this.renderer.code(a);break}case"table":{n+=this.renderer.table(a);break}case"blockquote":{n+=this.renderer.blockquote(a);break}case"list":{n+=this.renderer.list(a);break}case"checkbox":{n+=this.renderer.checkbox(a);break}case"html":{n+=this.renderer.html(a);break}case"def":{n+=this.renderer.def(a);break}case"paragraph":{n+=this.renderer.paragraph(a);break}case"text":{n+=this.renderer.text(a);break}default:{let l='Token with "'+a.type+'" type was not found.';if(this.options.silent)return"";throw new Error(l)}}}return n}parseInline(t,n=this.renderer){var r,i;this.renderer.parser=this;let s="";for(let o=0;o<t.length;o++){let a=t[o];if((i=(r=this.options.extensions)==null?void 0:r.renderers)!=null&&i[a.type]){let c=this.options.extensions.renderers[a.type].call({parser:this},a);if(c!==!1||!["escape","html","link","image","strong","em","codespan","br","del","text"].includes(a.type)){s+=c||"";continue}}let l=a;switch(l.type){case"escape":{s+=n.text(l);break}case"html":{s+=n.html(l);break}case"link":{s+=n.link(l);break}case"image":{s+=n.image(l);break}case"checkbox":{s+=n.checkbox(l);break}case"strong":{s+=n.strong(l);break}case"em":{s+=n.em(l);break}case"codespan":{s+=n.codespan(l);break}case"br":{s+=n.br(l);break}case"del":{s+=n.del(l);break}case"text":{s+=n.text(l);break}default:{let c='Token with "'+l.type+'" type was not found.';if(this.options.silent)return"";throw new Error(c)}}}return s}},Yn=(Ns=class{constructor(e){we(this,"options");we(this,"block");this.options=e||un}preprocess(e){return e}postprocess(e){return e}processAllTokens(e){return e}emStrongMask(e){return e}provideLexer(e=this.block){return e?mt.lex:mt.lexInline}provideParser(e=this.block){return 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diff --git a/frontend/src/components/ChatMessage.vue b/frontend/src/components/ChatMessage.vue
index 60914b0..0d3303b 100644
--- a/frontend/src/components/ChatMessage.vue
+++ b/frontend/src/components/ChatMessage.vue
@@ -38,6 +38,7 @@
             class="overflow-x-auto"
             :class="shouldCollapse && !isExpanded ? 'max-h-48 overflow-y-hidden' : ''"
             v-html="renderedMessage"
+            @click="handleMessageClick"
           ></div>
           <div
             v-if="shouldCollapse && !isExpanded"
@@ -272,7 +273,16 @@ function handleGlobalStop() {
 function isPlaceholderStatus() {
   return Boolean(props.message?.isStatus)
 }
+function handleMessageClick(event) {
+  const link = event.target.closest('a')
 
+  if (!link || !link.href) return
+
+  event.preventDefault()
+  event.stopPropagation()
+
+  window.open(link.href, '_blank', 'noopener,noreferrer')
+}
 const normalizedMessageText = computed(() => getSpeakableText(props.message?.text || ''))
 
 const isLoadingStatus = computed(() => (
@@ -356,4 +366,5 @@ onBeforeUnmount(() => {
     stopSpeech()
   }
 })
+
 </script>
diff --git a/pyproject.toml b/pyproject.toml
index 2918c06..45e50c8 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -7,26 +7,35 @@ description = "ChangAI"
 readme = "README.md"
 dynamic = ["version"]
 dependencies = [
-    "cffi>=1.17.1",
+    "cffi",
     "openai>=1.64.0,<2.0.0",
     "anthropic>=0.79.0,<1.0.0",
-    "google-genai>=1.60.0,<2.0.0",
-    "google-auth>=2.38.0,<2.49.0",
-    "google-cloud-aiplatform>=1.135.0,<2.0.0",
+    "google-genai<2.0.0",
+    "google-auth",
+    "google-cloud-aiplatform<2.0.0",
     "langchain-core",
     "langchain-community",
     "langchain-huggingface",
     "langgraph",
-    "symspellpy>=6.7.7,<7.0.0",
-    "transformers>=4.49.0,<5.0.0",
-    "sentence-transformers>=5.0.0",
-    "faiss-cpu>=1.7.4,<2.0.0",
-    "numpy>=1.22.0",
-    "sqlglot>=27.0.0",
-    "boto3>=1.34.0",
-    "PyQRCode>=1.2.1",
-    "pypng>=0.20220715.0",
-    "opencv-python-headless>=4.8.0,<5.0.0"
+    "symspellpy",
+    "transformers",
+    "sentence-transformers",
+    "faiss-cpu<2.0.0",
+    "numpy",
+    "sqlglot",
+    "boto3",
+    "PyQRCode",
+    "pypng",
+    "opencv-python-headless",
+    "rapidfuzz",
+    "Pillow",
+    "pandas",
+    "scikit-learn",
+    "tabulate",
+    "regex",
+    "aiohttp",
+    "paramiko",
+    "tomli-w"
 ]
 
 [build-system]

From 6ccaf6fb174ed0fd66ab59d250b8367debe396fd Mon Sep 17 00:00:00 2001
From: Hyrin-mansoor <hyrin@erpgulf.com>
Date: Fri, 22 May 2026 08:51:26 +0300
Subject: [PATCH 3/4] Refactor entity embedder functions to include state
 parameter and update SQL generation logic; modify changai_settings.json to
 add new fields; update requirements.txt to require torch version >=2.8.0

---
 .../changai/api/v2/text2sql_pipeline_v2.py    | 39 +++++++++----------
 .../changai_settings/changai_settings.json    |  6 +--
 changai/changai/prompts/sql_user_prompt.txt   |  7 +++-
 .../requirements.txt                          |  2 +-
 .../requirements.txt                          |  2 +-
 5 files changed, 29 insertions(+), 27 deletions(-)

diff --git a/changai/changai/api/v2/text2sql_pipeline_v2.py b/changai/changai/api/v2/text2sql_pipeline_v2.py
index 4241528..531bf42 100644
--- a/changai/changai/api/v2/text2sql_pipeline_v2.py
+++ b/changai/changai/api/v2/text2sql_pipeline_v2.py
@@ -1726,14 +1726,13 @@ def replace_block(match):
 
     return re.sub(pattern, replace_block, top_fields, count=1, flags=re.DOTALL)
 
-@frappe.whitelist(allow_guest=True)
-def local_entity_embedder(q: str) -> List[Dict[str, Any]]:
+
+def local_entity_embedder(q: str,state: SQLState = None) -> List[Dict[str, Any]]:
     hits = get_master_vs().similarity_search(q, k=20)
     out, seen = [], set()
-    entity_types_list=[]
     for h in hits:
         entity_type = h.metadata.get("entity_type")   # example: tabCustomer
-        entity_id = h.metadata.get("entity_id") if h.metadata.get("entity_id") else ""     # example: customer_name
+        entity_id = h.metadata.get("entity_id")    # example: customer_name
         entity_label = h.metadata.get("entity_label")
         # if entity_type in state["selected_tables"]:
         #     state["selected_fields"] = append_entity_field_to_schema(
@@ -1742,14 +1741,14 @@ def local_entity_embedder(q: str) -> List[Dict[str, Any]]:
         #         field_name=entity_id
         #     )
 
-        key = (entity_type, entity_id)
-        if entity_type and key not in seen:
+        key = (entity_type, entity_label)
+        if key not in seen:
             seen.add(key)
             out.append({"entity_type": entity_type, "entity_id": entity_id, "entity_label": entity_label})
     return out
 
-@frappe.whitelist(allow_guest=True)
-def call_entity_retriever(qstn: str) -> Dict[str, Any]:
+
+def call_entity_retriever(qstn: str,state: SQLState) -> Dict[str, Any]:
     config = ChangAIConfig.get()
     if config["REMOTE"] and config["llm"] == "QWEN3":
         response = remote_entity_embedder(qstn)
@@ -1766,7 +1765,7 @@ def call_entity_retriever(qstn: str) -> Dict[str, Any]:
 
         return {"raw": body, "cards": cards}
     else:
-        results = local_entity_embedder(qstn)
+        results = local_entity_embedder(qstn,state)
         cards = [
             r.get("entity_label")
             for r in results
@@ -2835,17 +2834,17 @@ def run_text2sql_pipeline(user_question: str, chat_id: str, request_id: str, sen
         frappe.log_error(e, "Error occurred while fetching final values")
     err = final.get("error")
 
-    # # guard empty sql
-    # # if not sql:
-    # #     return _error_response(memory_status, user_question, formatted_q, context,
-    # #                            selected_tables, fields, sql, 
-    # #                            {"ok": False, "error": "SQL is empty"},
-    # #                            entity_debug, 0, "SQL not valid or missing", err)
-    # # retried_sql1, retried_orm1, retry1_val_res = retry_sql(retried_sql, retry_val_res.get("error"), formatted_q, sql_prompt)
-    # # if retry1_val_res.get("ok"):
-    # #     return _handle_sql_result(memory_status, sql_prompt, final, retried_sql1, retried_orm1,
-    # #                               formatted_q, fields, selected_tables, retry1_val_res,
-    # #                               entity_debug, user_question, chat_id)
+    # # # guard empty sql
+    # # # if not sql:
+    # # #     return _error_response(memory_status, user_question, formatted_q, context,
+    # # #                            selected_tables, fields, sql, 
+    # # #                            {"ok": False, "error": "SQL is empty"},
+    # # #                            entity_debug, 0, "SQL not valid or missing", err)
+    # retried_sql1, retried_orm1, retry1_val_res = retry_sql(retried_sql, retry_val_res.get("error"), formatted_q, sql_prompt)
+    # if retry1_val_res.get("ok"):
+    #     return _handle_sql_result(memory_status, sql_prompt, final, retried_sql1, retried_orm1,
+    #                               formatted_q, fields, selected_tables, retry1_val_res,
+    #                               entity_debug, user_question, chat_id)
     res = validate_sql_schema(sql)
     publish_pipeline_update(request_id, "sql_validated", _("SQL validation Completed"))
 
diff --git a/changai/changai/doctype/changai_settings/changai_settings.json b/changai/changai/doctype/changai_settings/changai_settings.json
index 17cdfa1..df9b4a7 100644
--- a/changai/changai/doctype/changai_settings/changai_settings.json
+++ b/changai/changai/doctype/changai_settings/changai_settings.json
@@ -10,6 +10,8 @@
   "remote",
   "from_language",
   "to_language",
+  "gemini_authentication_free_tier_section",
+  "gemini_api_key",
   "models_section",
   "embedder",
   "qwen3_4b_instruct",
@@ -21,8 +23,6 @@
   "gemini_location",
   "gemini_project_id",
   "gemini_json_content",
-  "gemini_authentication_free_tier_section",
-  "gemini_api_key",
   "section_break_gnue",
   "retain_memory",
   "last_schema_sync",
@@ -392,7 +392,7 @@
  "index_web_pages_for_search": 1,
  "issingle": 1,
  "links": [],
- "modified": "2026-05-18 07:06:57.303210",
+ "modified": "2026-05-21 16:38:55.838611",
  "modified_by": "Administrator",
  "module": "Changai",
  "name": "ChangAI Settings",
diff --git a/changai/changai/prompts/sql_user_prompt.txt b/changai/changai/prompts/sql_user_prompt.txt
index 66393d7..6ba79c9 100644
--- a/changai/changai/prompts/sql_user_prompt.txt
+++ b/changai/changai/prompts/sql_user_prompt.txt
@@ -1,8 +1,11 @@
 USER QUESTION: {question}
 You are FORBIDDEN from using any table or field that is not explicitly listed in the SCHEMA CONTEXT. No exceptions.
+ENTITY_CARDS provide the exact field and value to use in SQL filtering.
+When ENTITY_CARDS are provided, they may contain values in the format:
+field_name:field_value
+When generating SQL for entity retrieval, you MUST use the exact field name and exact field value provided in the ENTITY_CARDS context for WHERE conditions.
+Do not use the raw user text or replace the field name with another field like `name`.
 SCHEMA CONTEXT: {context}
-- ENTITY_CARDS provide the exact field and value to use in SQL filtering.
-- Always use the entity card's `filter_field` and `filter_value` when generating WHERE conditions in the SQL.
 GENERIC FIELDS (available on ALL transaction doctypes):
 name, creation, modified, owner, company, docstatus, naming_series, amended_from
 GENERIC FIELDS (available on ALL master doctypes):
diff --git a/changai/changai/replicate_model_files/changai_retriever/.cog/tmp/build20251119113343.789672/requirements.txt b/changai/changai/replicate_model_files/changai_retriever/.cog/tmp/build20251119113343.789672/requirements.txt
index 07f72be..00ccb89 100644
--- a/changai/changai/replicate_model_files/changai_retriever/.cog/tmp/build20251119113343.789672/requirements.txt
+++ b/changai/changai/replicate_model_files/changai_retriever/.cog/tmp/build20251119113343.789672/requirements.txt
@@ -1,5 +1,5 @@
 --extra-index-url https://download.pytorch.org/whl/cpu
-torch==2.3.1
+torch>=2.8.0
 faiss-cpu==1.8.0
 numpy==1.26.4
 sentence-transformers>=2.6.0
diff --git a/changai/changai/replicate_model_files/entity_retriever/.cog/tmp/build20251221171616.080360/requirements.txt b/changai/changai/replicate_model_files/entity_retriever/.cog/tmp/build20251221171616.080360/requirements.txt
index 07f72be..00ccb89 100644
--- a/changai/changai/replicate_model_files/entity_retriever/.cog/tmp/build20251221171616.080360/requirements.txt
+++ b/changai/changai/replicate_model_files/entity_retriever/.cog/tmp/build20251221171616.080360/requirements.txt
@@ -1,5 +1,5 @@
 --extra-index-url https://download.pytorch.org/whl/cpu
-torch==2.3.1
+torch>=2.8.0
 faiss-cpu==1.8.0
 numpy==1.26.4
 sentence-transformers>=2.6.0

From e155cdca44a2c2172715d1d0d1c806756b6e44a8 Mon Sep 17 00:00:00 2001
From: Hyrin-mansoor <hyrin@erpgulf.com>
Date: Fri, 22 May 2026 09:01:57 +0300
Subject: [PATCH 4/4] Remove unnecessary @frappe.whitelist(allow_guest=True)
 decorators from get_app_fvs_base, get_private_fvs_base, word_match, and
 call_retrieve_multi_line functions

---
 changai/changai/api/v2/build_cards_faiss_index_v2.py | 3 ++-
 changai/changai/api/v2/schema_utils.py               | 1 -
 changai/changai/api/v2/text2sql_pipeline_v2.py       | 1 -
 3 files changed, 2 insertions(+), 3 deletions(-)

diff --git a/changai/changai/api/v2/build_cards_faiss_index_v2.py b/changai/changai/api/v2/build_cards_faiss_index_v2.py
index 96097cb..f761773 100644
--- a/changai/changai/api/v2/build_cards_faiss_index_v2.py
+++ b/changai/changai/api/v2/build_cards_faiss_index_v2.py
@@ -17,7 +17,8 @@ def get_app_fvs_base():
         frappe.get_app_path("changai"),
         "changai", "api", "v2", "fvs_stores", "erpnext"
     )
-@frappe.whitelist(allow_guest=True)
+
+
 def get_private_fvs_base():
     return frappe.get_site_path("private", "changai", "fvs_stores", "erpnext")
 
diff --git a/changai/changai/api/v2/schema_utils.py b/changai/changai/api/v2/schema_utils.py
index bb566c8..fd5664c 100644
--- a/changai/changai/api/v2/schema_utils.py
+++ b/changai/changai/api/v2/schema_utils.py
@@ -13,7 +13,6 @@
 from pathlib import Path
 
 
-@frappe.whitelist(allow_guest=True)
 def word_match(entity_word,values):
     from changai.changai.api.v2.auto_gen_api import _read_filedoctype
     from changai.changai.api.v2.text2sql_pipeline_v2 import is_erp_query
diff --git a/changai/changai/api/v2/text2sql_pipeline_v2.py b/changai/changai/api/v2/text2sql_pipeline_v2.py
index 531bf42..062e18a 100644
--- a/changai/changai/api/v2/text2sql_pipeline_v2.py
+++ b/changai/changai/api/v2/text2sql_pipeline_v2.py
@@ -1445,7 +1445,6 @@ def build_hnsw_index(embeddings):
     return index
 
 
-@frappe.whitelist(allow_guest=True)
 def call_retrieve_multi_line(user_question: str, request_id: str) -> Dict[str, Any]:
     try:
         top_tables = call_fvs_table_search(user_question, request_id)