AI models learned to lie to save their own kind: Why it’s dangerous - RBC-Ukraine
AI models learned to lie to save their own kind: Why it’s dangerous RBC-Ukraine
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I Built an AI That Eliminates Manual Data Entry — Here's What I Learned
The Problem Nobody Solved Properly Small businesses waste 20+ hours every week manually typing data from invoices, receipts, and forms into spreadsheets and CRMs. Human error rates on manual data entry average 1–4%. That sounds tiny until you're reconciling 500 invoices and find 20 wrong entries. I spent months looking for a tool that actually fixed this. Nothing fit — they were either too expensive, too complex, or charged flat subscriptions whether you processed 5 documents or 5,000. So I Built DataSwift AI The concept is simple: Upload any document (invoice, receipt, form, unstructured PDF) AI extracts and organizes the data with zero errors Export directly to your database or CRM No subscription. Pay only per document. Crypto-friendly via NOWPayments. What I Learned Building It Pricing
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If you've built an AI agent with OpenClaw or Hermes and want it online 24/7 — whether it's a Telegram bot, Discord assistant, or WhatsApp sales agent — running it on your laptop probably seemed like the cheapest option. We compared the real costs of local, self-hosted VPS, and managed hosting. The results will change how you think about infrastructure. Three Ways to Run AI Agents Factor Local Machine Self-Hosted VPS Managed Hosting Monthly Cost $15–$45 (electricity) $6–$40 (VPS only) $14–$55 (all-inclusive) Setup Time 30 min 2–6 hours 5 min Uptime SLA 70–85% 99.0–99.9% 99.9% Technical Skill Basic Intermediate to Advanced None Security Your responsibility Your responsibility Provider handles it Multi-Channel Manual setup Manual setup Built-in 💡 Quick Answer: For production workloads with r
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EmDash: A Full-Stack TypeScript CMS Built on Astro + Cloudflare — Can It Replace WordPress?
Originally published at recca0120.github.io WordPress powers 43% of the web, but it was born in 2003. PHP + MySQL, plugins with full database access, content stored as HTML coupled to the DOM. After twenty years, it's fair to rethink the whole thing. EmDash is that attempt. Full-stack TypeScript, running on Astro, backed by Cloudflare infrastructure. Still in beta, but the architecture is worth examining. How It Differs from WordPress Let's start with the biggest differences. Sandboxed Plugin Isolation 96% of WordPress security vulnerabilities come from plugins. The reason is straightforward: plugins run in the same PHP process as the core, with full access to the database and filesystem. One bad plugin exposes the entire site. EmDash uses Cloudflare Workers' Dynamic Worker Loaders for iso
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