diff --git a/README.md b/README.md
index ea9191c..6d2f1ac 100644
--- a/README.md
+++ b/README.md
@@ -104,8 +104,8 @@ A curated collection of **Awesome LLM apps built with RAG, AI Agents, Multi-agen
 *   [✨ Gemini Multimodal Agent](starter_ai_agents/gemini_multimodal_agent_demo/)
 *   [🔄 Mixture of Agents](starter_ai_agents/mixture_of_agents/)
 *   [📊 xAI Finance Agent](starter_ai_agents/xai_finance_agent/)
-*   [🔍 OpenAI Research Agent](starter_ai_agents/opeani_research_agent/)
-*   [🕸️ Web Scraping AI Agent (Local & Cloud SDK)](starter_ai_agents/web_scrapping_ai_agent/)
+*   [🔍 OpenAI Research Agent](starter_ai_agents/openai_research_agent/)
+*   [🕸️ Web Scraping AI Agent (Local & Cloud SDK)](starter_ai_agents/web_scraping_ai_agent/)
 
 ### 🚀 Advanced AI Agents
 *   [🏚️ 🍌 AI Home Renovation Agent with Nano Banana Pro](advanced_ai_agents/multi_agent_apps/ai_home_renovation_agent)
@@ -123,7 +123,7 @@ A curated collection of **Awesome LLM apps built with RAG, AI Agents, Multi-agen
 *   [🗞️ AI Journalist Agent](advanced_ai_agents/single_agent_apps/ai_journalist_agent/)
 *   [🧠 AI Mental Wellbeing Agent](advanced_ai_agents/multi_agent_apps/ai_mental_wellbeing_agent/)
 *   [📑 AI Meeting Agent](advanced_ai_agents/single_agent_apps/ai_meeting_agent/)
-*   [🧬 AI Self-Evolving Agent](advanced_ai_agents/multi_agent_apps/ai_Self-Evolving_agent/)
+*   [🧬 AI Self-Evolving Agent](advanced_ai_agents/multi_agent_apps/ai_self_evolving_agent/)
 *   [👨🏻‍💼 AI Sales Intelligence Agent Team](advanced_ai_agents/multi_agent_apps/agent_teams/ai_sales_intelligence_agent_team)
 *   [🎧 AI Social Media News and Podcast Agent](advanced_ai_agents/multi_agent_apps/ai_news_and_podcast_agents/)
 *   [🌐 Openwork - Open Browser Automation Agent](https://github.com/accomplish-ai/openwork)
diff --git a/advanced_ai_agents/multi_agent_apps/ai_Self-Evolving_agent/README.md b/advanced_ai_agents/multi_agent_apps/ai_self_evolving_agent/README.md
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diff --git a/advanced_ai_agents/multi_agent_apps/ai_Self-Evolving_agent/ai_Self-Evolving_agent.py b/advanced_ai_agents/multi_agent_apps/ai_self_evolving_agent/ai_Self-Evolving_agent.py
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diff --git a/advanced_ai_agents/multi_agent_apps/ai_Self-Evolving_agent/requirements.txt b/advanced_ai_agents/multi_agent_apps/ai_self_evolving_agent/requirements.txt
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diff --git a/starter_ai_agents/opeani_research_agent/README.md b/starter_ai_agents/openai_research_agent/README.md
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diff --git a/starter_ai_agents/opeani_research_agent/research_agent.py b/starter_ai_agents/openai_research_agent/research_agent.py
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diff --git a/starter_ai_agents/web_scrapping_ai_agent/README.md b/starter_ai_agents/web_scraping_ai_agent/README.md
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diff --git a/starter_ai_agents/web_scrapping_ai_agent/ai_scrapper.py b/starter_ai_agents/web_scraping_ai_agent/ai_scrapper.py
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diff --git a/starter_ai_agents/web_scrapping_ai_agent/local_ai_scrapper.py b/starter_ai_agents/web_scraping_ai_agent/local_ai_scrapper.py
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diff --git a/starter_ai_agents/web_scrapping_ai_agent/requirements.txt b/starter_ai_agents/web_scraping_ai_agent/requirements.txt
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