A developer has successfully created a bot that automates the summarization of posts from Telegram channels, addressing the common challenge of information overload. With over 50 Telegram channels followed and more than 200 unread messages each morning, the developer's solution utilizes a two-step summary approach: a brief description of the post's real topic followed by a comprehensive TL;DR that highlights key points.
The bot leverages Telethon, a library that allows for reading messages from public channels without needing admin privileges, unlike the standard Bot API. This capability is crucial for gathering data from a wide array of channels. The architecture includes a combination of Python libraries and technologies, optimized for speed and efficiency.
For processing, the bot utilizes the DeepSeek API, chosen for its accessibility from Russia and cost-effectiveness, charging only $0.14 per million inputs. This was a significant decision as other potential providers like Groq were blocked in Russia, while OpenAI had higher costs and longer response times.
The system architecture involves various components, including an AI model for text analysis, a simple database for storing user and channel data, and an asynchronous scheduler to manage tasks efficiently. The bot's functionality was further enhanced by implementing parallel processing, which significantly reduced the time taken to generate a digest of multiple posts.
However, the developer faced several challenges along the way. For instance, the initial implementation took too long to generate digests, prompting the introduction of concurrency to handle multiple posts simultaneously. Additionally, the bot needed an effective algorithm to distribute posts evenly across multiple channels to ensure balanced representation in the summaries.
In conclusion, this innovative bot not only streamlines the reading experience for Telegram users but also sets a precedent for similar applications in the market. As competitors look to enhance user engagement, solutions like this will likely drive interest and investment in AI-driven content summarization tools.
Informational material. 18+.
