Author of "Why Foundation Models in Pathology Are Failing (and What Comes Next)" in Rewire
How media typically covers Tim Richardson
Tim Richardson as author
DeepSeek's Engram architecture uses conditional memory lookup tables to efficiently retrieve common N-gram patterns instead of recomputing them, achieving +3.0 MMLU, +4.0 CMMLU, and +5.0 BBH gains over iso-parameter MoE baselines.
“Author of "Engram: How DeepSeek Added a Second Brain to Their LLM" in Rewire”
Foundation models in pathology are failing due to domain mismatch between ImageNet pretraining and medical image characteristics, and clinical adoption remains near zero despite billions in investment.
“Author of "Why Foundation Models in Pathology Are Failing (and What Comes Next)" in Rewire”