Kürşat Kutlu Aydemir

Writing

• Noetic: Looking for Partners
  October 02, 2026
  I’m building Noetic, and I’m looking for the first people to build it with.
  Noetic AI AI safety Startups
• Noetic: Knowing Is Not Understanding
  October 01, 2026
  Two students
  Noetic AI AI safety
• VoleNet: Agents Stop Being Islands
  July 22, 2026
  VoleNet is, as far as I know, still the first and only peer-to-peer networking protocol for AI agents — signed messaging, remote tools, shared brai...
  OpenVole VoleNet AI agents Distributed systems

Projects

noetic-tensor

A deterministic deep-learning engine in Rust, written from scratch: tensors, reverse-mode autodiff and transformer building blocks (grouped-query attention, RoPE, a KV cache, mixture of experts, AdamW) on CPU, Apple Metal and NVIDIA CUDA. Runs are bit-for-bit reproducible on the same machine, and many seeds train in one pass. The numerical engine of Noetic.

Rust Metal · CUDA Deterministic

OpenVole

The self-hosted agent OS — I'm the creator and maintainer. Run a fleet of AI agents on your own hardware, against any model, from one dashboard; peer-to-peer networked, nothing phones home.

TypeScript Self-hosted AI agent OS

AWARE

Research on identifiable computational units (caps) for AI. Current paper: cap-augmented transformers achieve a 51% perplexity reduction over a matched-size baseline on TinyStories. Long-term direction: identifiable, self-evolving architectures.

Rust ML Research Caps

limnx

The Limnx kernel - A small, hackable Unix-like OS for x86_64 and ARM64.

C Kernel AI-native syscalls