This week's synthesis covers six Google Research releases spanning extreme KV-cache quantization, behavior-based alignment evaluation, optimized human annotation trade-offs, academic multi-agent tools, and AI-native XR prototyping. The common thread is constraint rebalancing: memory, annotation budgets, expert skill, and human evaluation costs are all being actively redefined. Deep dives focus on the five highest-scoring events.