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Daily bookmarks: relevant news, facts and discoveries.

Engineering

ML-Master 2.0 reports layered memory

A post published on April 19, 2026 describes Hierarchical Cognitive Caching, with short-, medium-, and long-term memory for research across experiments and sessions. The team reports a 56.44% medal rate on MLE-Bench after a 24-hour run.

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Engineering

MoDA connects attention across layers

An article published on April 19, 2026 presents Mixture-of-Depths Attention (MoDA), a mechanism that lets attention heads access key-value pairs from the current layer and depth key-value pairs from earlier layers.

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Engineering

Why RL scaling laws differ

A publication dated April 18, 2026 compares pretraining and reinforcement learning (RL) scaling, highlighting compute costs and evaluation challenges.

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Engineering

Low-latency C++: patterns and performance

Published on April 7, 2026, this material introduces design patterns for low-latency C++ applications, including HFT, and mentions performance optimizations associated with advanced compiler and operating-system courses.

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Engineering

SHINE maps context to LoRA adapters

Published on April 6, 2026, the paper presents SHINE, a hypernetwork that maps varied contexts to LoRA adapters for LLMs. Its design reuses frozen base-model parameters and includes pretraining and instruction fine-tuning stages.

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