Теологічний коментар

  How to Save up to 90% of Your AI Context: The AI Context Protocol (AIP) Specification Everyone who actively uses modern large language models (LLMs like Claude or GPT) for development or analysis in long sessions inevitably runs into a hidden but extremely expensive obstacle: the "recalled state tax." In practice, when you start a new session and try to get the AI up to speed, just the initial message analyzing the architecture and codebase can instantly consume over 25% of your entire context window limit . The AI burns massive resources simply trying to reconstruct the project's state rather than solving your actual problem. To address this issue, the AI Context Protocol (AIP) was developed—a system of ultra-compact project documentation optimized specifically for the tokenization and "thinking" patterns of modern LLMs. What Is This Approach About? Compact documents are not a replacement for reading the source code; they act as a high-precision navig...

  Trump’s dream of bringing manufacturing back to America might just come true — but only in a version of the country that looks nothing like the one he wants to “make great again.” It won’t be factories rising under a booming economy, but a desperate return driven by collapse: wages falling, the dollar losing its global privilege, and a generation of undereducated workers scrambling for jobs in a gutted system. Let’s be clear: for manufacturing to “return,” the U.S. would need to lose what made it rich in the first place. Global supply chains would have to break. Political chaos would need to scare off trust in the dollar. And an education system — hollowed out by decades of commercialization — would keep producing consumers, not builders. So yes, the factories might come back. But they’ll be built on the ruins. This isn’t industrial revival — it’s managed decline with a hard hat. The ambition to "bring manufacturing back to America," as championed most notably by Donald...