# Emerging Trends <div class="callout" data-callout="info"> <div class="callout-title">Category Overview</div> <div class="callout-content"> Future directions of AI, ethics, strategic analysis, and the evolving landscape of AI-human collaboration. </div> </div> --- ## Topics Covered <div class="topic-area"> ### Future of AI - Capability trends - AGI forecasting - Task automation - Progress metrics </div> <div class="topic-area"> ### Strategic Analysis - Industry implications - Future of work - Adoption trends - Geopolitics </div> <div class="topic-area"> ### Ethics & Safety - Alignment challenges - AI safety - Responsible AI - Human collaboration </div> --- ## Articles in This Category **2 articles** • Sorted by most recent <div class="latest-articles"> ### [[Emerging Trends/the-hidden-crisis-in-llm-fine-tuning-catastrophic-forgetting|The Hidden Crisis in LLM Fine-Tuning: When Your Model Silently Forgets Everything]] *intermediate • 13 min read* Catastrophic forgetting in LLM fine-tuning is a silent killer that produces zero-token outputs without errors or warnings, and the solution might surprise you. --- ### [[Emerging Trends/ai-task-doubling|AI Task Completion Length Doubles Every 7 Months: Implications for the Future of Work]] *beginner • 5 min read* Analysis of METR's research showing AI task completion capabilities double every 7 months, with projections for multi-day software projects by 2028. </div> --- ## Navigation ### Browse Content - [[index/by-tag|Browse by Tag]] - [[index/by-date|Browse by Date]] - [[index/by-difficulty|Browse by Difficulty]] - [[index/by-topics|Browse by Topics]] - [[index/reading-paths|Learning Paths]] ### Other Categories - [[AI Development & Agents/⌂ AI Development & Agents|AI Development & Agents]] - [[Cutting-Edge AI/⌂ Cutting-Edge AI|Cutting-Edge AI]] - [[AI Systems & Architecture/⌂ AI Systems & Architecture|AI Systems & Architecture]] - [[Practical Applications/⌂ Practical Applications|Practical Applications]] ### Home - [[⌂ Home|Back to Home]]