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Considering a switch to Claude Opus 5? First verify model names, release status, pricing, and performance claims against Anthropic’s official sources. Then test prompts and agent workflows on real work data instead of carrying them over unchanged. #PromptEngineering

Want AI to do more than answer questions? Delegate complete tasks with a clear objective, source materials, constraints, and output format. Then turn recurring work into reusable prompts, templates, and checklists—while keeping fact-checking and final review human. #Productivity

AI exposure isn’t a layoff forecast. Agentic AI may affect office work first by reducing entry-level hiring, internships, and support roles—not necessarily through immediate mass layoffs. To understand the real impact, track hours, income, underemployment, and job stability alongside unemployment. #LaborMarket

Before sharing the latest AI headlines, check the evidence. This interim report explains why claims about GPT-5.6, Kimi K3, AI energy use, lawsuits, and autonomous driving remain unverified without official documents, papers, or clear testing conditions. #FactChecking

The national real estate policy debate put both taxation and supply on the table. Key ideas included higher holding-tax burdens for ultra-expensive, multi-home, and non-owner-occupied properties, plus faster development of existing public housing sites. Nothing is final, so watch the coming tax proposals and legislation. #RealEstatePolicy

New to real estate auctions? Start by filtering properties in five stages: property type, available funds, legal rights, ownership interest, and price. Then verify tenant details and sale documents, and set your maximum bid using recent transactions, costs, and target profit—not appraisal alone. #RealEstateAuctions