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17 SEP 2026 · Paper

This paper investigates how different components of coding harnesses, such as planning, action space, and context management, impact the performance of autonomous coding agents in software engineering tasks. Practitioners might care about understanding how to design harnesses that effectively utilize these components to improve agent performance.

15 MAY 2026 · Podcast · "The Cognitive Revolution" | AI Builders, Researchers, and Live Player Analysis

Andrew Lee, CEO of Tasklet, details his company's complete rewrite of their agent stack, now emphasizing file system context, agentic search, and multi-resolution summarization for token efficiency. He discusses the strategic challenge of c…