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dtunai/README.md

👋 Hi, I'm Doğukan

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Be: pretty good at computers, thinking machines & systems.

Climbing the k-tech tree with multi-agent AI systems. Proud owner of 10x Agent Cluster.

Stack

Python C++ CUDA PyTorch PTX Jax Flax Optax Triton Kubernetes Docker Codex Claude CLI macOS Warp TypeScript Node.js Electron.js GitHub

Deep in agent harness, workflows & tools at ludicrous speed. AS of 2026, focused on RSI, kernels, RL infrastructure, self-improving and personalized AI systems, distributed systems, agentic coding and more.

2026 Projects

  • 🧠 Mem-RLM - memory augmented inference library for Recursive Language Models (RLMs) | Open-Source
  • 💾 Agent Skills for Compute - self-improving skill catalog for AI agents — 21 skills covering the full LLM lifecycle, autonomous research, GPU/TPU/QPU kernels, and scientific computing | Open-Source
  • 📄 ContextJira - AI-native context extraction from Jira | Open-Source

GitHub Activity

GitHub Contribution Graph

Recent Blog Posts

Discombobulating, Spelunking, Meandering ...

  • What coding agents I am using? Codex 5.4 XHigh + Opus 4.6 + Gemini 3.1 Pro at a time.
Weekly Tokens Consumption
Date Input Output Cache Create Cache Read Total Tokens
2026-03-10 266,170 309,700 49,037,740 1,352,638,440 1,402,252,050
2026-03-09 401,990 196,460 39,007,660 1,407,421,650 1,447,027,760
2026-03-08 69,350 280,760 36,715,490 1,045,437,200 1,082,502,800
2026-03-07 476,630 313,070 27,446,520 1,063,478,780 1,091,715,000
2026-03-06 294,340 348,320 26,253,320 936,220,950 963,116,930
2026-03-05 60,760 122,180 18,007,440 430,776,410 448,966,790
2026-03-04 269,390 226,140 32,562,510 718,528,430 751,586,470
2026-03-03 332,080 205,780 19,330,680 519,126,370 538,994,910
2026-03-02 27,642 66,507 4,029,774 100,036,680 104,160,603
2026-03-01 276,420 665,070 40,297,740 1,000,366,800 1,041,606,030

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  1. Griffin-Jax Griffin-Jax Public

    Jax implementation of "Griffin: Mixing Gated Linear Recurrences with Local Attention for Efficient Language Models"

    Python 15

  2. jax-ml/jax-triton jax-ml/jax-triton Public

    jax-triton contains integrations between JAX and OpenAI Triton

    Python 442 57

  3. xLSTM-Jax xLSTM-Jax Public

    Jax implementation of x-LSTM: Extended Long Short-Term Memory by Beck et al. (2024)

    Python 17

  4. Tri-RMSNorm Tri-RMSNorm Public

    Efficient kernel for RMS normalization with fused operations, includes both forward and backward passes, compatibility with PyTorch.

    Python 12 2

  5. SynthToT SynthToT Public

    SynthToT: Generate synthetic dataset for your training dataset through deliberate problem-solving et al S Yao, 2023.

    Python 9

  6. Streaming-DeepAgents Streaming-DeepAgents Public

    Streaming and task delegation for Langchain's Deepagents

    Python 18 2