Context
Research papers, repositories, and articles about context
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ObjectGraph: From Document Injection to Knowledge Traversal — A Native File Format for the Agentic Era
Proposes a new file format that treats documents as typed graphs instead of long strings dumped into context windows. Agents query and traverse nodes, cutting tokens used by up to ~95% while keeping task accuracy. If your agents still paste whole PDFs into prompts, this hints at a cleaner architecture layer. ([arxiv.org](https://arxiv.org/abs/2604.27820))
AgentProg: Empowering Long-Horizon GUI Agents with Program-Guided Context Management
Reframes GUI agent interaction history as a program with variables and control flow, using this structure to decide what to retain or discard in context. Combined with a global belief-state mechanism, AgentProg significantly improves long-horizon task success on AndroidWorld and a new benchmark, avoiding the context bloat and semantic loss that plague prior compression schemes. ([arxiv.org](https://arxiv.org/abs/2512.10371?utm_source=openai))