Kaan Demirel

CueMap is an open-source memory engine for AI agents, built in Rust. It combines deterministic lexical and structural recall with a customized local MiniLM reranker—no external model calls required. At 1M memories, average reads take 2.63ms lexical or 8.36ms hybrid. Raw Hit@20 reaches 96.2% on LongMemEval, 96.1% on LoCoMo, 80.3% on BEAM 1M, and 67.0% on BEAM 10M. Use it through MCP, Python/TypeScript SDKs, Docker, or CLI, with source-backed results and inspectable traces.

Language1 is a daily AI prompt game where you play reverse Taboo with LLMs: give clues, avoid forbidden words, and see if the model can guess the target.

PolyGrid is an Excel ↔ XLIFF localization studio for multilingual teams. Convert messy spreadsheets into CAT-ready XLIFF and merge translations back with formatting preserved. It supports XLIFF 1.2 and 2.1, built-in and custom SRX segmentation, MT prefill via DeepL or Google, and processes files fully in memory with zero storage. Works with all major CAT tools. Start free, upgrade as you scale.