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Apple · 2026-09-18
Dynamically Scaled Activation Steering
Activation steering has emerged as a powerful method for guiding the behavior of generative models towards desired outcomes such as toxicity mitigation.…
LaunchApple2026-09-18
Brief 010
Apple · 2026-09-17
REVERSAL-BENCH: A Reversibility Axis and Reset Oracle for Measuring the Reset-Free RL Cliff
A central goal of autonomous reinforcement learning is continuous policy training without external resets. However, existing paradigms largely depend on…
LaunchAgentsScienceApple2026-09-17
Brief 023
Apple · 2026-09-16
Shared Selective Persistent Memory for Agentic LLM Systems
Agentic LLM systems that generate code through multi-turn tool use face a fundamental context problem: each session starts from zero, discarding the…
LaunchLLMAgentsApple2026-09-16
Brief 035
Apple · 2026-09-16
Glyph: A Multi-Strategy Agentic System for Column Description and Sensitivity-Ontology Tagging of Enterprise Data Catalogs
Enterprise data lakes accumulate tables faster than human stewards can document or classify them, leaving columns with missing descriptions and unassigned…
ResearchLLMAgentsApple2026-09-16
Brief 047