Research program
Context Compilation Trilogy
Enterprise AI needs a full context stack, not just retrieval and longer windows. This research program starts with a foundational paper that introduces Context Compilation Theory, then continues with a three-paper trilogy that splits the stack into representation and semantics, runtime and lifecycle, and optimization and efficiency. The MemoryOS project record connects the research to the reference implementation.
Reading order
Theory, then the three-paper trilogy.
Start with the foundational paper for motivation and definitions. Then read Paper 1 for the IR and compiler formalization, followed by Papers 2 and 3 for runtime and precision control.
- 01
- 02
- 03
- 04
Optimization
Quantized Context: Utility-Preserving Compression and Mixed-Precision Context Assembly
Published preprint
Artifacts
Stable records, readable manuscripts.
PDFs and citation metadata are deposited on Zenodo. Manuscripts and companion code live in the MemoryOS repository.