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AGI in 2026?
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AGI in 2026?
234 followers · 51 following

Achievements

Achievement: Starstruckx3Achievement: QuickdrawAchievement: Pull Sharkx2Achievement: YOLOAchievement: Public SponsorAchievement: Pair Extraordinaire

Achievements

Achievement: Starstruckx3Achievement: QuickdrawAchievement: Pull Sharkx2Achievement: YOLOAchievement: Public SponsorAchievement: Pair Extraordinaire

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Goekdeniz-Guelmez/README.md

Gökdeniz Gülmez

ML Researcher · Open-Source Engineer · Apple Silicon AI

GitHub followers arXiv Sponsor

Stuttgart — building the infrastructure that makes local AI actually work.

MLX Ecosystem Contributions

Acknowledged contributor across the core MLX stack: mlx · mlx-lm · mlx-examples · mlx-vlm

Training features added to mlx / mlx-lm: Full-weight fine-tuning · Muon optimizer · ReLU² activation · WandB reporting · Multi-optimizer support

Highlighted model architectures ported to MLX-LM
Model Org
Mamba v1, v2, v3 State Space
MiniCPM, MiniCPM3 OpenBMB
Helium Kyutai
GLM, GLM4, GLM5 Z.ai / THUKEG
dots.llm1 Rednote
Ernie 4.5 MoE Baidu
Bailing MoE, Bailing Linear (Ling) inclusionAI
Granite MoE IBM
LongCat Meituan
Nemotron H NVIDIA
Apertus Swiss-AI
OLMoE, OLMo 3 AllenAI
Jamba AI21 Labs
...and more See mlx-lm commit history

Research

Paper Notes Year
DynaMoE Dynamic adaptive Mixture-of-Experts LLM architecture 2026
Gabliteration Automated abliteration for any Transformers-compatible LLM 2025

Projects

actively maintained maintained low_activity

mlx-lm-lora actively maintained — LoRA / QLoRA / full fine-tuning on Apple Silicon. 12+ training methods, DPO / GRPO / ORPO / PPO, Muon optimizer, WandB. The go-to fine-tuning toolkit for M-series.

mlx-vlm (main trainer maintainer) actively maintained — Vision-language model training on MLX. Fully rewrote the training backend, added ORPO support.

MLX-Embeddings-LoRA actively maintained — Fine-tune embedding models for retrieval and semantic tasks on Apple Silicon.

MLX-Benchmark actively maintained — First CLI benchmark measuring LLM understanding of the MLX ecosystem and its APIs.

Moshi-FineTune-MLX actively maintained — LoRA and full fine-tuning for Moshi speech-to-speech models on Apple Silicon.

Local NotebookLM actively maintained — Fully local, PDF-grounded audio generation (up to 6 speakers). No API keys, no cloud. Companion native app included.

MLX-LM-LENS maintained — Interpretability and abliteration tooling for MLX language models.

MLX-KAN low_activity — Kolmogorov-Arnold Networks, natively in MLX.

Gabliteration low_activity — Companion repo to arXiv:2412.06527. Remove refusal directions from any HF Transformers model.

Currently Building

J.O.S.I.E.-Home — Fully local real-time multimodal smart home assistant. Discrete diffusion LM, custom ChatML-style tokenizer (hardcoded vocab: rooms, devices, properties, value bins). No cloud dependency.

Josie-Linear — New Linear Dynamic Mixture-of-Experts LLM architecture.

If my work has saved you GPU bills or ended up in your pipeline — consider sponsoring. Everything here is free, maintained in my spare time.

Sponsor

GitHub activity graph

Pinned Loading

  1. mlx-lm-lora mlx-lm-lora Public

    Train Large Language Models on MLX.

    Python 369 44

  2. mlx-lm-lora-example-notebooks mlx-lm-lora-example-notebooks Public

    this repo has all official MLX-LM-LoRA example notebooks for training on Apple Silicon

    Jupyter Notebook 31 6

  3. mlx-kan mlx-kan Public

    KAN (Kolmogorov–Arnold Networks) in the MLX framework for Apple Silicon

    Python 31 4

  4. mlx-embeddings-lora mlx-embeddings-lora Public

    Train Embedding Models on MLX.

    Python 16 2

  5. Local-NotebookLM Local-NotebookLM Public

    Googles NotebookLM but local

    Python 893 113

  6. gabliteration gabliteration Public

    Automated hyperparameter search for optimal Gabliteration configurations on large language models

    Python 50 8