• Fed rates rose from ~0% to 5%, ending era of "free money" for VCs
• Job postings dropped to COVID-era levels (index ~60) from 2022 peak (index ~220)
• High rates reducing startup funding and venture capital activity

• Big tech companies engaged in defensive hiring to block competitors
• Market distortions from trillion-dollar companies with limited competition
• Regulatory failure to break up tech monopolies contributed to hiring instability

• LLMs primarily boost senior developer productivity
• No evidence of AI replacing programming jobs
• Tool comparison: Similar to Stack Overflow or programming books
• Benefits experienced developers most; requires deep domain knowledge

• Tariff threats driving continued inflation
• Government workforce reductions adding job seekers to market
• AI investment showing weak ROI
• Growing competition in AI space (OpenAI, Anthropic, Google, etc.) reducing profit potential

• Focus on cost reduction and efficiency
• Build solutions 100-1000x cheaper
• Target performance-critical systems
• Learn Rust for system optimization

• Solo companies more viable with:
  • LLM assistance for faster development
  • Cloud infrastructure availability
  • Ready-made payment systems
  • API composability

• Consider lower cost US regions
• Explore international locations with high living standards
• Remote work enabling location flexibility

• Consulting opportunities from over-firing
• Focus on cost-saving technologies
• Build multiple revenue streams
• Target sectors needing operational efficiency

• 🤖 Master GenAI Engineering - Build Production AI Systems
• 🦀 Learn Professional Rust - Industry-Grade Development
• 📊 AWS AI & Analytics - Scale Your ML in Cloud
• ⚡ Production GenAI on AWS - Deploy at Enterprise Scale
• 🛠️ Rust DevOps Mastery - Automate Everything

• 💼 Production ML Program - Complete MLOps & Cloud Mastery
• 🎯 Start Learning Now - Fast-Track Your ML Career
• 🏢 Trusted by Fortune 500 Teams

Learn end-to-end ML engineering from industry veterans at PAIML.COM