How One Automation System Reactivated 400 Dealer Leads Using Zapier and Shopify
New leads from **Meta ads and websites automatically enter Shopify**, triggering instant SMS and email follow-up sequences without manual work. **Automated reactivation campaign integrated 400+ stale leads** into active SMS and email sequences without manual data migration. Speed of **automated response directly impacts conversion rates**, with instant follow-up significantly outperforming manual dealer outreach.
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Show HN: Robust LLM Extractor for Websites in TypeScript
We've been building data pipelines that scrape websites and extract structured data for a while now. If you've done this, you know the drill: you write CSS selectors, the site changes its layout, everything breaks at 2am, and you spend your morning rewriting parsers.<p>LLMs seemed like the obvious fix — just throw the HTML at GPT and ask for JSON. Except in practice, it's more painful than that:<p>- Raw HTML is full of nav bars, footers, and tracking junk that eats your token budget. A typical product page is 80% noise. - LLMs return malformed JSON more often than you'd expect, especially with nested arrays and complex schemas. One bad bracket and your pipeline crashes. - Relative URLs, markdown-escaped links, tracking parameters — the "small" URL issues compound fast when you're processing thousands of pages. - You end up writing the same boilerplate: HTML cleanup → markdown conversion → LLM call → JSON parsing → error recovery → schema validation. O
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OpenAI Shuts Down Sora, Refocuses on Code AGI and Model Spud
OpenAI **discontinues Sora and all video generation products** to redeploy compute resources toward competing with Anthropic in enterprise coding and knowledge work. CEO Sam Altman **narrows his role to focus on capital, supply chains, and data centers**; Fiji Simo's product division becomes 'AGI Deployment' team. New model 'Spud' completes pre-training with expectations to 'accelerate the economy'; **Disney cancels $1B investment partnership** following Sora shutdown.