Next commit

api/stored_data.py

@@ -1,13 +1,25 @@
 stored_data = {}
+# stored_data['business_details'] = {
+#     "business_type": "skin care products",
+#     "platform": "Instagram, TikTok",
+#     "target_audience": "women and men (ages 18–50) who are conscious about their skin health and beauty",
+#     "business_goals": "to build a trusted skin care brand, increase online sales, and grab the attraction of audience by making products more catchy.",
+#     "offerings": "dermatologically-tested products, personalized skin care solutions, beauty tips, and skin care routines",
+#     "Challenges_faced": "building trust in a crowded skin care market, showcasing product effectiveness, facing difficulties to create catchy marketing videos."
+# }
+
 stored_data['business_details'] = {
-    "business_type": "skin care products",
+    "business_type": "trekking clothes, shoes and equipment selling brand",
     "platform": "Instagram, TikTok",
-    "target_audience": "women and men (ages 18–50) who are conscious about their skin health and beauty",
-    "business_goals": "to build a trusted skin care brand, increase online sales, and educate customers on proper skin care routines",
-    "offerings": "natural and dermatologically-tested products, personalized skin care solutions, beauty tips, and skin care routines",
-    "Challenges_faced": "building trust in a crowded skin care market, showcasing product effectiveness, and educating customers about skin types and product usage"
+    "target_audience": "adventure lovers, trekkers, hikers, and travelers (ages 18–45) who are passionate about outdoor activities.",
+    "business_goals": "to build a trusted adventure gear brand, increase product sales, and attract attention with visually striking and catchy video contents.",
+    "offerings": "durable trekking clothes, high-quality shoes, backpacks, tents, and essential trekking equipment",
+    "Challenges_faced": "standing out in a crowded outdoor gear market, proving durability and reliability of products, and creating engaging, catchy marketing videos",
+    "device_used": "only phone. (Iphone 11)",
+    "additional_details":"My budget is not so high. I want creative and feasible ideas to be captured by just mobile phone only."
 }
 
+
 stored_data['human_ideation_interactions'] = []
 stored_data['brainstorming_response']={}
 stored_data['context_analysis_interactions']= []

logs/access.log

@@ -584,3 +584,55 @@
 2025-08-27 11:05:29,333 | INFO | access_logger | api/main.py:19 | Request: POST http://127.0.0.1:8000/api/ideation
 2025-08-27 11:28:14,943 | INFO | access_logger | api/main.py:19 | Request: POST http://127.0.0.1:8000/api/ideation
 2025-08-27 11:29:21,723 | INFO | access_logger | api/main.py:21 | Response status: 200
+2025-08-28 22:14:29,957 | INFO | access_logger | api/main.py:19 | Request: GET http://127.0.0.1:8000/docs
+2025-08-28 22:14:29,958 | INFO | access_logger | api/main.py:21 | Response status: 200
+2025-08-28 22:14:30,386 | INFO | access_logger | api/main.py:19 | Request: GET http://127.0.0.1:8000/openapi.json
+2025-08-28 22:14:30,388 | INFO | access_logger | api/main.py:21 | Response status: 200
+2025-08-28 22:14:37,507 | INFO | access_logger | api/main.py:19 | Request: POST http://127.0.0.1:8000/api/ideation
+2025-08-28 22:15:38,653 | INFO | access_logger | api/main.py:21 | Response status: 200
+2025-08-28 22:17:01,706 | INFO | access_logger | api/main.py:19 | Request: POST http://127.0.0.1:8000/api/ideation
+2025-08-28 22:17:54,664 | INFO | access_logger | api/main.py:21 | Response status: 200
+2025-08-28 22:20:44,790 | INFO | access_logger | api/main.py:19 | Request: POST http://127.0.0.1:8000/api/ideation
+2025-08-28 22:21:40,659 | INFO | access_logger | api/main.py:21 | Response status: 200
+2025-08-28 22:23:27,918 | INFO | access_logger | api/main.py:19 | Request: POST http://127.0.0.1:8000/api/ideation
+2025-08-28 22:24:25,007 | INFO | access_logger | api/main.py:21 | Response status: 200
+2025-08-28 22:29:38,212 | INFO | access_logger | api/main.py:19 | Request: POST http://127.0.0.1:8000/api/ideation
+2025-08-28 22:30:23,261 | INFO | access_logger | api/main.py:19 | Request: POST http://127.0.0.1:8000/api/ideation
+2025-08-28 22:31:17,880 | INFO | access_logger | api/main.py:21 | Response status: 200
+2025-08-28 22:33:37,422 | INFO | access_logger | api/main.py:19 | Request: POST http://127.0.0.1:8000/api/ideation
+2025-08-28 22:34:32,754 | INFO | access_logger | api/main.py:21 | Response status: 200
+2025-08-28 22:43:11,770 | INFO | access_logger | api/main.py:19 | Request: POST http://127.0.0.1:8000/api/ideation
+2025-08-28 22:43:59,107 | INFO | access_logger | api/main.py:21 | Response status: 200
+2025-08-28 22:54:25,023 | INFO | access_logger | api/main.py:19 | Request: POST http://127.0.0.1:8000/api/ideation
+2025-08-28 22:55:13,863 | INFO | access_logger | api/main.py:21 | Response status: 200
+2025-08-28 23:01:24,109 | INFO | access_logger | api/main.py:19 | Request: POST http://127.0.0.1:8000/api/ideation
+2025-08-28 23:02:14,676 | INFO | access_logger | api/main.py:21 | Response status: 200
+2025-08-29 12:22:30,510 | INFO | access_logger | api/main.py:19 | Request: GET http://127.0.0.1:8000/
+2025-08-29 12:22:30,511 | INFO | access_logger | api/main.py:21 | Response status: 200
+2025-08-29 12:22:30,707 | INFO | access_logger | api/main.py:19 | Request: GET http://127.0.0.1:8000/favicon.ico
+2025-08-29 12:22:30,707 | INFO | access_logger | api/main.py:21 | Response status: 404
+2025-08-29 12:22:37,887 | INFO | access_logger | api/main.py:19 | Request: GET http://127.0.0.1:8000/docs
+2025-08-29 12:22:37,888 | INFO | access_logger | api/main.py:21 | Response status: 200
+2025-08-29 12:22:38,088 | INFO | access_logger | api/main.py:19 | Request: GET http://127.0.0.1:8000/openapi.json
+2025-08-29 12:22:38,091 | INFO | access_logger | api/main.py:21 | Response status: 200
+2025-08-29 12:22:47,155 | INFO | access_logger | api/main.py:19 | Request: POST http://127.0.0.1:8000/api/ideation
+2025-08-29 12:24:10,813 | INFO | access_logger | api/main.py:21 | Response status: 200
+2025-08-31 11:32:23,299 | INFO | access_logger | api/main.py:19 | Request: GET http://127.0.0.1:8000/docs
+2025-08-31 11:32:23,300 | INFO | access_logger | api/main.py:21 | Response status: 200
+2025-08-31 11:32:23,365 | INFO | access_logger | api/main.py:19 | Request: GET http://127.0.0.1:8000/openapi.json
+2025-08-31 11:32:23,368 | INFO | access_logger | api/main.py:21 | Response status: 200
+2025-08-31 11:32:40,803 | INFO | access_logger | api/main.py:19 | Request: POST http://127.0.0.1:8000/api/ideation
+2025-08-31 11:37:35,636 | INFO | access_logger | api/main.py:19 | Request: POST http://127.0.0.1:8000/api/ideation
+2025-08-31 11:40:53,653 | INFO | access_logger | api/main.py:19 | Request: GET http://127.0.0.1:8000/docs
+2025-08-31 11:40:53,654 | INFO | access_logger | api/main.py:21 | Response status: 200
+2025-08-31 11:40:53,728 | INFO | access_logger | api/main.py:19 | Request: GET http://127.0.0.1:8000/openapi.json
+2025-08-31 11:40:53,730 | INFO | access_logger | api/main.py:21 | Response status: 200
+2025-08-31 11:40:59,325 | INFO | access_logger | api/main.py:19 | Request: POST http://127.0.0.1:8000/api/ideation
+2025-08-31 11:51:09,004 | INFO | access_logger | api/main.py:19 | Request: POST http://127.0.0.1:8000/api/ideation
+2025-08-31 11:53:34,963 | INFO | access_logger | api/main.py:21 | Response status: 200
+2025-08-31 12:40:32,614 | INFO | access_logger | api/main.py:19 | Request: POST http://127.0.0.1:8000/api/ideation
+2025-08-31 12:41:20,910 | INFO | access_logger | api/main.py:21 | Response status: 200
+2025-08-31 12:47:22,413 | INFO | access_logger | api/main.py:19 | Request: POST http://127.0.0.1:8000/api/ideation
+2025-08-31 12:48:10,238 | INFO | access_logger | api/main.py:21 | Response status: 200
+2025-08-31 12:53:56,732 | INFO | access_logger | api/main.py:19 | Request: POST http://127.0.0.1:8000/api/ideation
+2025-08-31 12:54:47,885 | INFO | access_logger | api/main.py:21 | Response status: 200

logs/app.log

@@ -79,3 +79,17 @@
 2025-08-27 10:41:32,280 | INFO | app_logger | api/routers/ideation.py:28 | Executed the ideation pipeline.
 2025-08-27 11:04:05,117 | INFO | app_logger | api/routers/ideation.py:28 | Executed the ideation pipeline.
 2025-08-27 11:29:21,721 | INFO | app_logger | api/routers/ideation.py:28 | Executed the ideation pipeline.
+2025-08-28 22:15:38,651 | INFO | app_logger | api/routers/ideation.py:27 | Executed the ideation pipeline.
+2025-08-28 22:17:54,662 | INFO | app_logger | api/routers/ideation.py:27 | Executed the ideation pipeline.
+2025-08-28 22:21:40,658 | INFO | app_logger | api/routers/ideation.py:27 | Executed the ideation pipeline.
+2025-08-28 22:24:25,007 | INFO | app_logger | api/routers/ideation.py:27 | Executed the ideation pipeline.
+2025-08-28 22:31:17,879 | INFO | app_logger | api/routers/ideation.py:27 | Executed the ideation pipeline.
+2025-08-28 22:34:32,751 | INFO | app_logger | api/routers/ideation.py:27 | Executed the ideation pipeline.
+2025-08-28 22:43:59,106 | INFO | app_logger | api/routers/ideation.py:27 | Executed the ideation pipeline.
+2025-08-28 22:55:13,862 | INFO | app_logger | api/routers/ideation.py:27 | Executed the ideation pipeline.
+2025-08-28 23:02:14,674 | INFO | app_logger | api/routers/ideation.py:27 | Executed the ideation pipeline.
+2025-08-29 12:24:10,812 | INFO | app_logger | api/routers/ideation.py:27 | Executed the ideation pipeline.
+2025-08-31 11:53:34,960 | INFO | app_logger | api/routers/ideation.py:27 | Executed the ideation pipeline.
+2025-08-31 12:41:20,909 | INFO | app_logger | api/routers/ideation.py:27 | Executed the ideation pipeline.
+2025-08-31 12:48:10,237 | INFO | app_logger | api/routers/ideation.py:27 | Executed the ideation pipeline.
+2025-08-31 12:54:47,884 | INFO | app_logger | api/routers/ideation.py:27 | Executed the ideation pipeline.

src/genai/ideation_agent/agent.py

@@ -11,7 +11,7 @@ class IdeationAgent:
         graph_builder= StateGraph(State)
         graph_builder.add_node("retriever", RetrieverNode().run)
         graph_builder.add_node("ideator", IdeatorNode().run)
-        graph_builder.add_node("critic", CriticNode().run)
+        # graph_builder.add_node("critic", CriticNode().run)
         graph_builder.add_node("normalizer",NormalizerNode().run)
         graph_builder.add_node("judge1", JudgeNode1().run)
         graph_builder.add_node("judge2", JudgeNode2().run)
@@ -20,8 +20,8 @@ class IdeationAgent:
 
         graph_builder.add_edge(START, "retriever")
         graph_builder.add_edge("retriever", "ideator")  
-        graph_builder.add_edge("ideator", "critic")
-        graph_builder.add_edge("critic", "normalizer")
+        # graph_builder.add_edge("ideator", "critic")
+        graph_builder.add_edge("ideator", "normalizer")
         graph_builder.add_edge("normalizer", "judge1")
         graph_builder.add_edge("normalizer","judge2")
         graph_builder.add_edge("judge1", "aggregrator")

src/genai/ideation_agent/utils/nodes.py

@@ -12,8 +12,12 @@ class RetrieverNode:
         pass
     
     def run(self , state:State):
-        influencers_data = Retrieval(state.business_details[-1]).influencers_data()
+        influencers_data = 'Nothing.'
+        # influencers_data = Retrieval(state.business_details[-1]).influencers_data()
         state.influencers_data.append(influencers_data)
+        print('Retriever Node completed...')
+        # imdb_data = Retrieval(state.business_details[-1]).imdb_ideas()
+        # state.imdb_data.append(imdb_data)
         return state
 
 class IdeatorNode:
@@ -25,7 +29,7 @@ class IdeatorNode:
         messages = [SystemMessage(content=template),
                     HumanMessage(content=f'''The business_details is\n{state.business_details[-1]}\n 
                     The information of the image is:\n{state.image_caption[-1]}'''),]
-                    # FunctionMessage(name='inf_data_ideator', content=f'''The data of influencers is:\n {state.influencers_data[-1]}\n''')]
+                    # FunctionMessage(name='imdb_ideas_function', content=f'''The data of imdb movies description is:\n {state.imdb_data[-1]}\n''')]
         response = self.llm.invoke(messages)
         print('Ideator Response:', response.content)
         state.ideator_response.append(str(response.content))
@@ -43,7 +47,7 @@ class CriticNode:
                     HumanMessage(content=f'''The ideas generated by ideator are:\n{state.ideator_response[-1]}\n.
                                  The business_details is\n{state.business_details[-1]}\n 
                                 The information of the image is:\n{state.image_caption[-1]}'''),]
-                    # FunctionMessage(name='inf_data_critic', content=f'''The data of influencers is:\n {state.influencers_data[-1]}''')]
+                    # FunctionMessage(name='imdb_ideas_function', content=f'''The data of imdb movies description is:\n {state.imdb_data[-1]}\n''')]
         
         response = self.llm.invoke(messages)
         state.critic_response.append(str(response.content))
@@ -56,7 +60,7 @@ class NormalizerNode:
         self.llm = normalizer_llm
     
     def run(self, state:State):
-        response = self.llm.with_structured_output(ideation_json_schema).invoke(str(state.critic_response[-1]))
+        response = self.llm.with_structured_output(ideation_json_schema).invoke(str(state.ideator_response[-1]))
         state.normalizer_response.append(response)
         print('Normalizer Executed')
         return state

src/genai/ideation_agent/utils/prompts.py

@@ -1,14 +1,13 @@
 def ideator_prompt_v3():
     return f"""
 You are Ideasmith Pro, a world-class video ideator trusted by top brands to craft crisp, simple, and high-impact short-form video concepts for TikTok, Instagram, and YouTube Shorts.
-Your task is to create exactly 8 unique and highly creative video ideas (conceptual seeds, not full scripts). Each idea should be short, clear, and visually vivid.
+Your task is to create exactly 8 unique and highly creative video ideas (conceptual seeds, not full scripts). Each idea should be short, clear and visually vivid.
 I am working on a project where i have to give very unique, creative and feasible video ideas for tiktok and instagram reels to the nepali business houses by understanding their business details.
 The idea must have to include very unique events, surprises to make the video catchy.
 
 
 You will be given:
 - Business details (from the human message): Focus more strongly on device_used_to_create_videos and additional informations provided. The video is to be shoot using the provided device in the business details.
-- Influencer data (from the function message): You can take it as a reference if it helps you.
 
 Output Rules:
 - Respond in valid JSON format only.
@@ -24,7 +23,7 @@ Output Rules:
 Very Important Creative Guidelines:
 - Each idea must be completely different in plot, theme, settings, tone, characters, events and everything.
 - No repeating characters, locations, or flow patterns.
-- Use simple, clear, and engaging language.
+- Use simple, clear, and engaging language. The ideas will be used by person who are average in english proficiency.
 
 Here is the example of what kind of ideas i want:
 The business details is:
@@ -49,14 +48,14 @@ def critic_prompt_v3():
     return f"""
 You are a precision-focused, detail-oriented video ideas critic and ideas refiner.  
 You’ve been assigned to critique and refine 8 video ideas created by another ideator.  
-Your job is to identify weaknesses and then improve them making more creative and unique.
+Your job is to identify ideas' weaknesses(if any) and then improve them making more creative and unique.
 The idea must have to include very unique events, surprises to make the video catchy.
 I am working on a project where i have to give very unique, creative and feasible video ideas for tiktok and instagram reels to the nepali business houses by understanding their business details.
 
 You are be provided with:
 - Business details (from the human message): Focus more strongly on device_used_to_create_videos and additional informations provided. The video is to be shoot using the provided device in the business details.
 - Ideas generated by the ideator (from the human message)
-- Influencer data (from the function message): You can take it as a reference if it helps you.
+  
 
 Your Job:
 1. Identify collective flaws across the 8 original ideas — e.g., uncreative, lacking uniqueness, repetition, weak hooks, confusing flow, poor tie-in to business, lack of diversity, or unclear USP.
@@ -67,13 +66,13 @@ Your Job:
   - usp → The unique selling proposition tied to the business
   - niche → The specific target audience or market segment most likely to resonate with the video.
 
-3. You are also allowed to change some entire ideas too if it lacks everything. But if some are already creative, you can refine them.
-4. Give the response in simple and understandable vocabularies.
+3. Change only those ideas whinch needs proper refinements. If the idea is already unique and creative enough, you don't have to change it. Don't act too strict.
+4. Use simple, clear, and engaging language. The ideas will be used by person who are average in english proficiency.
 
 Very Important Creative Guidelines:
 - Each idea must be completely different in plot, theme, setting, and tone, characters , events etc.  
 - Avoid repeating characters, hooks, settings, or storylines across the 8 ideas.  
-- Use simple, clear, and engaging language.   
+- Use simple, clear, and engaging language. The ideas will be used by person who are average in english proficiency. 
 
 Here is the example of what kind of ideas i want:
 The business details is:

src/genai/ideation_agent/utils/state.py

@@ -6,6 +6,7 @@ from typing import Annotated
 class State(BaseModel):
     business_details : Annotated[list[dict],operator.add] = []
     influencers_data : Annotated[list[str],operator.add] = []
+    imdb_data : Annotated[list[str],operator.add] = []
     ideator_response: Annotated[list[str],operator.add] = []
     critic_response:  Annotated[list[str],operator.add] = []
     normalizer_response : Annotated[list[dict],operator.add] = []

src/genai/ideation_agent/utils/tools.py

@@ -54,7 +54,7 @@ class Retrieval:
         return encoding.decode(trimmed_response)
     
     def imdb_ideas(self):
-        top_k = 10
+        top_k = 4
         distances, indices = ideas_index.search(self.query_embedding, top_k)
 
         outer_list = []

src/genai/utils/models_loader.py

@@ -18,13 +18,13 @@ llm_anthropic = ChatAnthropic(model='claude-3-7-sonnet-latest', temperature=1)
 llm_gemini = ChatGoogleGenerativeAI(model="gemini-1.5-flash")
 llm_groq = ChatGroq(model="llama-3.1-8b-instant",temperature=0.7)
 llm_gpt = ChatOpenAI(model="gpt-4o-mini",temperature=0.3)
-llm_gpt_high = ChatOpenAI(model="gpt-4o",temperature=0.5)
+llm_gpt_high = ChatOpenAI(model="gpt-5-nano",temperature=0.5)
 
 captioning_model = "meta-llama/llama-4-scout-17b-16e-instruct"
 image_generation_model = "black-forest-labs/FLUX.1-schnell"
 
-ideator_llm = llm_gpt
-critic_llm = llm_gpt
+ideator_llm = llm_gpt_high
+critic_llm = llm_gpt_high
 normalizer_llm = llm_gpt
 validator_llm = llm_gpt  
 judge1_llm = llm_gpt