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Trelis Research

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Training Recursive Models - A Frontier in Adaptive Compute

Training Recursive Models - A Frontier in Adaptive Compute

Trelis Research December 18, 2025
Github Repo (see `recursive` branch): https://github.com/TrelisResearch/nanochat One-click Runpod Template: https://console.runpod.io/deploy?template=ikas3s2cii&ref=jmfkcdio Original Karpathy Repo: https://github.com/karpathy/nanochat Wandb logs: https://wandb.ai/trelis/nanochat Model repo: https://huggingface.co/Trelis/nanochat-recursive …
 
An Interview with NVARC - 2025 ARC Prize Competition Winner

An Interview with NVARC - 2025 ARC Prize Competition Winner

Trelis Research December 9, 2025
Tip: If you subscribe here on YouTube, click the bell to be notified of new vids Trelis ARC AGI Playlist: …
 
British and American English Whisper Transcription

British and American English Whisper Transcription

Trelis Research December 9, 2025
Model Collection: https://huggingface.co/collections/Trelis/transcribe-british-and-american-english-spelling English Variant Converter: https://github.com/TrelisResearch/whisper-english-variant-converter Whisper Fine-tuning Video: https://youtu.be/OfQNgPfv97s Whisper Server with Faster Whisper / ctranslate2: https://youtu.be/qXtPPgujufI Tip: …
 
Transcribe British and American English Variants

Transcribe British and American English Variants

Trelis Research December 8, 2025
Model Collection: https://huggingface.co/collections/Trelis/transcribe-british-and-american-english-spelling English Variant Converter: https://github.com/TrelisResearch/whisper-english-variant-converter Whisper Fine-tuning Video: https://youtu.be/OfQNgPfv97s Whisper Server with Faster Whisper / ctranslate2: https://youtu.be/qXtPPgujufI Tip: …
 
Testing an LLM trained with just $100

Testing an LLM trained with just $100

Trelis Research December 4, 2025
Github Repo: https://github.com/TrelisResearch/nanochat One-click Runpod Template: https://console.runpod.io/deploy?template=ikas3s2cii&ref=jmfkcdio Original Karpathy Repo: https://github.com/karpathy/nanochat Tip: If you subscribe here on YouTube, click the …
 
Train an LLM with just $100

Train an LLM with just $100

Trelis Research December 3, 2025
Github Repo: https://github.com/TrelisResearch/nanochat One-click Runpod Template: https://console.runpod.io/deploy?template=ikas3s2cii&ref=jmfkcdio Original Karpathy Repo: https://github.com/karpathy/nanochat Tip: If you subscribe here on YouTube, click the …
 
Train an LLM from Scratch with Karpathy's Nanochat

Train an LLM from Scratch with Karpathy's Nanochat

Trelis Research December 2, 2025
Github Repo: https://github.com/TrelisResearch/nanochat One-click Runpod Template: https://console.runpod.io/deploy?template=ikas3s2cii&ref=jmfkcdio Original Karpathy Repo: https://github.com/karpathy/nanochat Wandb logs: https://wandb.ai/trelis/nanochat Model repo: https://huggingface.co/Trelis/nanochat Tip: If you …
 
Whisper Data Preparation and Unsloth Fine tuning Tutorial

Whisper Data Preparation and Unsloth Fine tuning Tutorial

Trelis Research November 26, 2025
📜Get repo access at Trelis.com/ADVANCED-audio 🗝️ Get Trelis All Access (Trelis.com/All-Access) 1. Access all SEVEN Trelis Github Repos (-robotics, -vision, …
 
Whisper Data Preparation and Fine tuning with Unsloth

Whisper Data Preparation and Fine tuning with Unsloth

Trelis Research November 25, 2025
📜Get repo access at Trelis.com/ADVANCED-audio 🗝️ Get Trelis All Access (Trelis.com/All-Access) 1. Access all SEVEN Trelis Github Repos (-robotics, -vision, …
 
How to Create Synthetic Voices with Kokoro

How to Create Synthetic Voices with Kokoro

Trelis Research November 24, 2025
📜Get repo access at Trelis.com/ADVANCED-audio 🗝️ Get Trelis All Access (Trelis.com/All-Access) 1. Access all SEVEN Trelis Github Repos (-robotics, -vision, …
 
Text to Speech Conversion with Kokoro

Text to Speech Conversion with Kokoro

Trelis Research November 22, 2025
📜Get repo access at Trelis.com/ADVANCED-audio 🗝️ Get Trelis All Access (Trelis.com/All-Access) 1. Access all SEVEN Trelis Github Repos (-robotics, -vision, …
 
Run a Kokoro Text to Speech Locally or as a High-throughput Server

Run a Kokoro Text to Speech Locally or as a High-throughput Server

Trelis Research November 21, 2025
📜Get repo access at Trelis.com/ADVANCED-audio 🗝️ Get Trelis All Access (Trelis.com/All-Access) 1. Access all SEVEN Trelis Github Repos (-robotics, -vision, …
 
All about LoRA

All about LoRA

Trelis Research October 4, 2025
More resources and tutorials on this channel and Trelis.com Thinking Machines Blog on LoRA: https://thinkingmachines.ai/blog/lora/ Trelis Blog on LoRA: https://trelis.substack.com/p/how-to-choose-lora-hyper-parameters …
 
Faster fine tuning with Unsloth and Multi GPU

Faster fine tuning with Unsloth and Multi GPU

Trelis Research September 3, 2025
📜Get repo access at Trelis.com/ADVANCED-fine-tuning 🗝️ Get Trelis Multi-Repo Bundle (Trelis.com/multi-repo-bundle) - Access all SEVEN Trelis Github Repos (-robotics, -vision, …
 
Multi GPU Training with Unsloth

Multi GPU Training with Unsloth

Trelis Research September 3, 2025
📜 Get LIFETIME repo access at https://Trelis.com/ADVANCED-fine-tuning 🗝️ Get Trelis Multi-Repo Bundle (https://Trelis.com/multi-repo-bundle) - Access all SEVEN Trelis Github Repos …
 
Trelis Research LIVE: vLLM v0 vs v1. Data vs Tensor Parallel Inference & Fine-tuning.

Trelis Research LIVE: vLLM v0 vs v1. Data vs Tensor Parallel Inference & Fine-tuning.

Trelis Research August 29, 2025
Chapters: 5:12 SOUND FIXED - start here: Livestream Overview for today. 5:30 GPT OSS Model 8:00 FP8 vs BF16 data …
 
Streaming Speech to Text Models - Kyutai vs Whisper

Streaming Speech to Text Models - Kyutai vs Whisper

Trelis Research August 27, 2025
📜Get repo access at Trelis.com/ADVANCED-audio 🗝️ Get Trelis All Access (Trelis.com/All-Access) 1. Access all SEVEN Trelis Github Repos (-robotics, -vision, …
 
Streaming Speech to Text Models - Kyutai vs Whisper

Streaming Speech to Text Models - Kyutai vs Whisper

Trelis Research August 26, 2025
📜 Get LIFETIME repo access at https://Trelis.com/ADVANCED-audio 🗝️ Get Trelis Multi-Repo Bundle (https://Trelis.com/multi-repo-bundle) - Access all SEVEN Trelis Github Repos …
 
How to Fine tune with Custom Compute Metrics

How to Fine tune with Custom Compute Metrics

Trelis Research August 20, 2025
📜Get repo access at Trelis.com/ADVANCED-fine-tuning 🗝️ Get Trelis All Access (Trelis.com/All-Access) 1. Access all SEVEN Trelis Github Repos (-robotics, -vision, …
 
Fine tuning with Custom Compute Metrics

Fine tuning with Custom Compute Metrics

Trelis Research August 19, 2025
📜 Get LIFETIME repo access at https://Trelis.com/ADVANCED-fine-tuning 🗝️ Get LIFETIME access to the Trelis Multi-Repo Bundle (https://Trelis.com/multi-repo-bundle) - Access all …
 
GPT OSS Base | Gemma 3 270M | TP vs PP vs DP

GPT OSS Base | Gemma 3 270M | TP vs PP vs DP

Trelis Research August 16, 2025
Repo on https://GitHub.com/@TrelisResearch/livestreams
 
One click GPU setup for Fine tuning

One click GPU setup for Fine tuning

Trelis Research August 12, 2025
📜Get repo access at https://Trelis.com/ADVANCED-fine-tuning 🗝️ Get Trelis Multi-Repo Bundle (https://Trelis.com/multi-repo-bundle) - Access all SEVEN Trelis Github Repos (-robotics, -vision, …
 
What does GPT OSS tell us about frontier models

What does GPT OSS tell us about frontier models

Trelis Research August 7, 2025
📜Get repo access at Trelis.com/ADVANCED-fine-tuning 🗝️ Get Trelis All Access (Trelis.com/All-Access) 1. Access all SEVEN Trelis Github Repos (-robotics, -vision, …
 
GPT OSS Release, Inference and Fine tuning CLIP

GPT OSS Release, Inference and Fine tuning CLIP

Trelis Research August 6, 2025
📜Get repo access at Trelis.com/ADVANCED-fine-tuning 🗝️ Get Trelis All Access (Trelis.com/All-Access) 1. Access all SEVEN Trelis Github Repos (-robotics, -vision, …