Whatsapp LangGraph Agent Integration is an example implementation showcasing the deployment of LangGraph-based AI agents on WhatsApp messaging. It uses Python and FastAPI to expose webhook endpoints for Twilio’s WhatsApp API, automatically parsing incoming messages into the agent’s graph workflow. The agent supports context preservation across sessions with built-in memory nodes, tool invocation for specific tasks, and dynamic decision-making via LangGraph’s modular nodes. Developers can customize graph definitions, integrate additional external APIs, and manage conversational state seamlessly. This integration acts as a template, illustrating message routing, response generation, error handling, and easy scalability to build complex interactive chatbots on WhatsApp.

ThinkThread讓開發者可以為ChatGPT驅動的應用添加持久存儲的記憶。它使用Sentence Transformers對每次交流進行編碼，並將嵌入存入流行的向量存儲中。每當用戶輸入新內容時，ThinkThread會進行語義搜索，獲取最相關的過往消息並作為上下文注入提示中。此過程確保連貫性，降低提示工程的工作量，並讓機器人記住長期的細節，例如用戶偏好、交易記錄或專案相關資訊。

Waiter AI是一款創新的瀏覽器擴展，旨在提升您的社交媒體溝通。利用AI改變您的訊息語氣，以適應各種上下文，從正式與專業的互動到更有趣和娛樂性的 engagement。此擴展在WhatsApp Web、LinkedIn、Instagram和Reddit等多個平台上無縫支持，幫助您探索各種消息變化以滿足您的受眾。由於基於瀏覽器的直接處理且不儲存任何消息，使其成為專業人士、非母語英語使用者及社交媒體經理的理想工具。