AI tools, finance, sports science, and research — distilled into a 3-minute brief for analysts, athletes, and researchers who need signal, not noise.
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Coverage rotates by day so every issue is focused — not a firehose. Weekends cover all five areas.
Every morning at 3:55 AM UTC, a pipeline runs without human intervention.
From 70+ RSS feeds to five distribution channels in about 15 seconds.
70+ curated RSS feeds pulled concurrently via ThreadPoolExecutor. Each feed gets an 8-second timeout — slow or dead feeds are skipped silently.
70+ sources · 8s timeout eachArticles scored by keyword relevance against per-topic lists. Three dedup layers: within-run, cross-topic, and a 3-day rolling URL store. Top 3 per topic survive.
No ML · keyword match · JSON storeOne Groq API call — llama-3.3-70b-versatile — generates the headline, 2-sentence article summaries, and a 3-sentence daily brief that connects the dots across all domains.
1 API call · ~10s · 4096 tokensGmail SMTP, GitHub Pages archive, Telegram channel, and X/Twitter — all updated simultaneously. Substack ingests the RSS feed automatically after each run.
4 channels · simultaneous · RSS → Substack