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Architecture and Beyond
Architecture and Beyond
Jan 17, 2026 · Artificial Intelligence

Progressive Disclosure & Dynamic Context: Making LLM Agents Reliable Execution Systems

This article explains how progressive disclosure and dynamic context management address the three core bottlenecks of complex LLM agents—context explosion, tool overload, and uncontrolled execution—by structuring context, tools, and SOPs into layered, token‑efficient, and verifiable workflows.

AI engineeringLLM agentsProgressive Disclosure
0 likes · 15 min read
Progressive Disclosure & Dynamic Context: Making LLM Agents Reliable Execution Systems
PaperAgent
PaperAgent
Jan 8, 2026 · Artificial Intelligence

How Cursor’s Dynamic Context Cuts Agent Token Use by 47%

Cursor’s new dynamic context feature lets its coding agents treat long tool outputs as files and selectively load only needed data, reducing total token consumption by 46.9% while improving response quality through techniques like file‑based tool responses, conversation‑history summarization, Agent Skills standards, efficient MCP tool loading, and treating terminal sessions as files.

AI agentsCursorLLM tooling
0 likes · 8 min read
How Cursor’s Dynamic Context Cuts Agent Token Use by 47%