RESEARCH
Research
Independent research projects from SAKIZLI AI — practical work on efficient, affordable AI systems. The list grows; TSCG comes first. Each project has its own subsite with papers, demos and code.
Live · 2 papers
TSCG — Tool-Schema Compression Grammar
A deterministic tool-schema compiler that cuts the JSON overhead of LLM agents by 52–72 % — at equal or better accuracy.
TSCG compresses the tool schemas that agentic LLMs carry on every call into a compact, deterministic grammar. The result: far fewer tokens per turn, more usable context budget, lower cost. Paper II shows TSCG makes agentic RAG under tight context budgets practical in the first place. The microsite has both papers, an interactive compiler and the source code.
llm-agentstoken-efficiencyragcompiler
To the TSCG microsite · papers & compiler →