The challenge of staying informed about the latest developments in tech can be overwhelming, especially for indie makers who rely on being up-to-date to make informed decisions. Spending hours scouring through various sources such as Hacker News, Reddit, Product Hunt, and Twitter can be counterproductive, leading to information overload and little action. The solution lies in creating a system that filters out the noise and delivers a concise, actionable briefing.
The Architecture
The system, dubbed Tavily Intel Pulse, is designed to run as a cron job at 7 AM, delivering a structured briefing in five sections: executive summary, top three news items with in-depth analysis, additional signals, an idea to consider, and a question to ponder. The pipeline consists of four phases: data collection, analysis using a large language model (LLM), delivery to a Notion database, and notification via Telegram.
Key Components
- Data Collection: Utilizes the Tavily API to gather data from 20 daily sources, including Product Hunt launches, Hacker News front page, Reddit, GitHub trending, tech news, and funding rounds.
- Analysis: Employs an LLM with a scoring engine to extract metrics from each item, assigning points based on factors such as MRR, upvotes, stars, funding, and user base. The top three items are then analyzed in-depth.
- Delivery: The briefing is saved to a Notion database with a structured format, including a headline, summary, source, date, relevance, and impact.
- Notification: A short message with Markdown formatting is sent via Telegram, including a link to view the briefing in Notion.
Lessons Learned
- Phase-based Architecture is Crucial: Each phase saves its output before proceeding, allowing the pipeline to resume from the last successful phase in case of failure.
- Transparent Scoring: The scoring system is based on clear, adjustable rules rather than relying on 'magic' AI decisions.
- Editorial Format Matters: The focus is on delivering analyzed, actionable insights rather than mere data aggregation.
- Low Cost: The total cost for this daily briefing system is less than $5 per month, leveraging free tiers and affordable services.
Implementing the Solution
The entire system is documented as a skill for Hermes Agent, including the Python script, cron job configuration, Notion database schema, scoring system, and error handling. To get started, users can clone the skill, configure their API keys, adjust sources and keywords, and schedule the cron job.
Conclusion
For indie makers, having a personalized morning briefing system can be a game-changer, providing the context needed to make informed decisions without wasting hours on information that may not be actionable. By streamlining the process and leveraging AI for analysis, it's possible to accelerate thought processes and focus on what truly matters.
AI summary
Tavily Intel Pulse sistemi, her sabah saat 7'de çalıştırılan bir cron job'dur. Sistem, 5 bölümden oluşan yapılandırılmış bir briefing sunar ve önemli haberleri özetler.
