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VIDRAFT Engineering Notes Series' Articles

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Oct 6

VIDRAFT Selected to Use Quantinuum's Nexus and H-Series: What It Means When an AI Lab Gets Real Quantum Hardware

#ai #quantum #llm #research

6 min read

Oct 6

How Model-Level RSI Works: Darwin-180B-RSI Learns From Problems It Can Check, Not From Human Answers

#ai #llm #machinelearning #research

6 min read

Oct 8

Running a 180B Model on a Gaming Laptop: POCKET-Darwin-180B

#ai #machinelearning #llm #opensource

2 min read

Oct 8

When More Robot Data Hurts: a Closed-Loop Test of Data Curation

#ai #machinelearning #robotics #datascience

2 min read

Oct 9

Darwin-27B-ZTC-v2 is #1 on the S1MB decision-engine leaderboard

#ai #machinelearning #llm #benchmarks

2 min read

Oct 10

a16z Bet $870M on Typed, Machine-Native AI. Here Is the Open, Benchmark-Proven Version

#ai #machinelearning #llm #opensource

3 min read

Oct 11

S1MB Number One: A Zero-Token Judge That Won the Decision-Engine Leaderboard

#ai #machinelearning #llm #opensource

2 min read

Oct 11

A $7.5B Startup Says Agents Shouldn't Ask an LLM to Decide. A Blog Just Named Our Open Model as the Alternative.

#ai #machinelearning #llm #opensource

3 min read

Oct 12

Model-Level RSI: What It Means When a Model Improves Its Own Weights

#ai #machinelearning #llm #benchmark

3 min read

Cover image for Training Transformers on 'Inference-Only' NPUs: How VKORE Reached 0.9999 Parity

Oct 13

Training Transformers on 'Inference-Only' NPUs: How VKORE Reached 0.9999 Parity

#ai #machinelearning #llm #hardware

4 min read

Cover image for Trained Only in English, #1 in Japanese Too: Darwin ZTC on S1MB

Oct 14

Trained Only in English, #1 in Japanese Too: Darwin ZTC on S1MB

#ai #machinelearning #llm #benchmark

3 min read

Cover image for Pretraining From Scratch on an Inference-Only NPU: VKORE-46M-NPU

Oct 14

Pretraining From Scratch on an Inference-Only NPU: VKORE-46M-NPU

#ai #machinelearning #npu #llm

3 min read

Cover image for Why Long bf16 Training Runs Stall: The Residual Stream Has No Room for Small Updates

Oct 21

Why Long bf16 Training Runs Stall: The Residual Stream Has No Room for Small Updates

#ai #machinelearning #pytorch #llm

8 min read

Cover image for Can an Inference-Only NPU Pretrain an LLM? We Trained 325M Parameters from Zero and Matched a B200

Oct 26

Can an Inference-Only NPU Pretrain an LLM? We Trained 325M Parameters from Zero and Matched a B200

#ai #machinelearning #llm #hardware

4 min read

Cover image for AI Agents Now Hack on Their Own. Is Your Website Ready? A Free 1-Minute Security, SEO and AI-Visibility Check

Oct 27

AI Agents Now Hack on Their Own. Is Your Website Ready? A Free 1-Minute Security, SEO and AI-Visibility Check

#security #webdev #seo #ai

4 min read

Cover image for Hugging Face's Open-Source Team Built a Free Demo for Darwin-35B-ZTC-Vision

Oct 28

Hugging Face's Open-Source Team Built a Free Demo for Darwin-35B-ZTC-Vision

#ai #machinelearning #opensource #computervision

4 min read