Havuz

Windows utility focused on cuda setup, nvidia local AI, and cuda environment for local AI workflows.

Watch a real AI model think - live 3D visualization of a transformer's actual forward pass: tokens, embeddings, attention, neurons, sampling

A complete, structured end-to-end roadmap to become a versatile Generalist AI Engineer from Python/math foundations through ML/DL, CV, NLP,

Object-storage-native KV cache for LLM inference & RL. Cross-restart, cross-conversation, cross-engine via shared S3 bucket.

My complete journey to becoming an Agentic AI Engineer through structured learning, projects, experiments, and production-ready implementati

🎙️ Adaptive Audio Authentication Engine: Multi-layer voice biometric system with deepfake detection, speaker verification (ECAPA-TDNN), ASR

A stateful AI Intrusion Prevention System (IPS) that reassembles TCP packet fragments in sequence order and uses PyTorch deep learning model

NeuralForge is an end-to-end LLM fine-tuning & serving platform. It leverages LoRA (PyTorch/Hugging Face) for domain adaptation, cutting err

Profine automatically profiles and optimizes PyTorch training jobs on real GPUs, delivering measurable speedups and lower GPU costs before t

👻 MoEWatch: A lightweight diagnostic and audit library for Mixture-of-Experts (MoE) models in HuggingFace Transformers — the pytest for MoE

โคลนเสียงพูดภาษาไทยด้วย JaiTTS (F5-TTS) — ติดตั้งคำสั่งเดียว ใช้งานผ่านหน้าเว็บได้ทันที · Thai voice cloning made easy: one-command setup, l

I switched phones and found thousands of WhatsApp photos waiting for me, mostly memes and screenshots. This finds the ones worth keeping: se

Open benchmark for expert collapse and routing efficiency in sparse MoE LLMs

Composable LLM decoding on the probability simplex: library and paper code.

Compose neural architectures as typed, executable graph cards with two-way PyTorch sync, step-by-step local execution, and a constrained AI

Tiny, fast Brazilian Portuguese text-to-speech (21M params)

Build and train a mini Kimi K3 from scratch — a pure-PyTorch playground from a custom 88M model to 2T-scale LLM profiles.

五引擎语音合成：VoxCPM2 / IndexTTS 2.5 / 2.0 / OpenVoice / Step-Audio-EditX，声音克隆、声音设计、剧本配音、流式生成，中英日韩界面 | Multi-engine TTS (5 engines): voice cloning

Train decoder-only language models from scratch with PyTorch, featuring RoPE, RMSNorm, SwiGLU, and SDPA

Interactive, animated architecture maps for any Hugging Face model — no weights downloaded

Production-grade Machine Learning, Data Science & MLOps skills for AI coding agents (Codex, Claude Code, Cursor, OpenCode). One npx command

MoE expert compression toolkit — prune, merge, and forge specialist models for local inference.

Official implementation of "Unifying Distributional Training for One-Step Visual Generation" (MGFlow).

OpenAI-compatible multilingual TTS server — Chatterbox on vLLM with real-time PCM audio streaming, low time-to-first-byte (~0.7 s), voice cl

Refusal removal as a loadable KV-cache graft — zero weight modification, no refusal-direction projection, fully reversible.

Split FLUX.2 and LTX 2.3 across two GPUs (LAN or same-machine) — NVENC compresses activations live on the wire. Icarus (ComfyUI node) + Daed

Offline multi-speaker meeting-speech toolkit: planted-ground-truth synthetic meeting factory, VAD, speaker embeddings, diarization (AHC/spec

A compact, readable PyTorch reference implementation of the DeepSeek-V4 architecture (Flash and Pro), in the spirit of nanoGPT. ~4,300 LOC.

AnyFlow - flow-matching video generation: training, inference and VBench evaluation for t2v and i2v models.

Building a small LLM in PyTorch from scratch - a step-by-step journey inspired by Stanford CS336.

From teacher to tiles — a from-scratch LLM distillation & serving engine: custom Triton/CUDA kernels, FSDP distillation, paged-KV continuous

🔥🔥 Accelerating decision inference with exact state forking

A small chat model trained from scratch: tokenizer → pretraining → SFT → RL → multimodal. 0.78B params, CORE 0.248, tool calling, vLLM. Weig