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Which Weather Model Is Most Accurate? We Score Them Every Day, in the Open

Which Weather Model Is Most Accurate? We Score Them Every Day, in the Open

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5 min read

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How a 180B Open Model Outscored a 2.8T Model in Math and Science Reasoning: Strength Merging Plus Model-Level RSI

How a 180B Open Model Outscored a 2.8T Model in Math and Science Reasoning: Strength Merging Plus Model-Level RSI

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3 min read
ViKernel: VIDRAFT's Weight-Native LLM OS with Built-In Compute Circuits and a Kill Switch

ViKernel: VIDRAFT's Weight-Native LLM OS with Built-In Compute Circuits and a Kill Switch

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4 min read
Metacognition Leaderboard for LLMs: JGENai VIDRAFT Launch a Benchmark That Measures Self-Error Detection, Not Just Accuracy

Metacognition Leaderboard for LLMs: JGENai VIDRAFT Launch a Benchmark That Measures Self-Error Detection, Not Just Accuracy

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4 min read
Darwin-180B-RSI-R3: Top Open-Weight Model on SuperCLUE November 2026, Outscoring Gemini and DeepSeek in Math & Science

Darwin-180B-RSI-R3: Top Open-Weight Model on SuperCLUE November 2026, Outscoring Gemini and DeepSeek in Math & Science

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4 min read
Korean AI Startup VIDRAFT Hits #1 on Google's Fast Gemma Challenge with 6 Inference Speedup

Korean AI Startup VIDRAFT Hits #1 on Google's Fast Gemma Challenge with 6 Inference Speedup

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4 min read
VIDRAFT's Darwin-180B-RSI Tops Legal Reasoning Benchmarks LEXam and LEXam-hard — Without Legal Training Data

VIDRAFT's Darwin-180B-RSI Tops Legal Reasoning Benchmarks LEXam and LEXam-hard — Without Legal Training Data

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4 min read
Darwin-180B-RSI-R3: Open-Weight MoE Scores #2 on SuperCLUE Math & Science Reasoning, Beating Gemini and Grok

Darwin-180B-RSI-R3: Open-Weight MoE Scores #2 on SuperCLUE Math & Science Reasoning, Beating Gemini and Grok

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4 min read
The benchmark wrote it in its own headline: Korea's Darwin on the board for the first time

The benchmark wrote it in its own headline: Korea's Darwin on the board for the first time

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4 min read
ViKernel: Embedding Kill Switches, Behavioral Rules, and Audit Chains Directly Into Model Weights

ViKernel: Embedding Kill Switches, Behavioral Rules, and Audit Chains Directly Into Model Weights

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4 min read
Darwin-180B-RSI-R3: VIDRAFT Releases Weights for Its Recursively Self-Improved 180B MoE Reasoning Model

Darwin-180B-RSI-R3: VIDRAFT Releases Weights for Its Recursively Self-Improved 180B MoE Reasoning Model

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4 min read
Backdoored Agents Pass All Scans: VIDRAFT's ViKernel Blocks 290/290 `curl|bash` Payloads at Execution Time

Backdoored Agents Pass All Scans: VIDRAFT's ViKernel Blocks 290/290 `curl|bash` Payloads at Execution Time

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4 min read
Darwin-180B-RSI: VIDRAFT's Open-Weight MoE Reasoning Model Hits #2 on SuperCLUE and #1 on GPQA Diamond

Darwin-180B-RSI: VIDRAFT's Open-Weight MoE Reasoning Model Hits #2 on SuperCLUE and #1 on GPQA Diamond

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4 min read
Darwin-180B-RSI-R3: VIDRAFT's Self-Improving MoE Model Hits #2 in Math & Science Reasoning Globally

Darwin-180B-RSI-R3: VIDRAFT's Self-Improving MoE Model Hits #2 in Math & Science Reasoning Globally

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4 min read
Darwin-180B-RSI: How a 180B-Parameter Model Was Updated by Modifying Just 0.02% of Its Weights

Darwin-180B-RSI: How a 180B-Parameter Model Was Updated by Modifying Just 0.02% of Its Weights

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4 min read
ViKernel's Action-Permission Boundary: What VIDRAFT's 661-Run Internal Test Actually Tells Engineers

ViKernel's Action-Permission Boundary: What VIDRAFT's 661-Run Internal Test Actually Tells Engineers

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4 min read
VIDRAFT Darwin-180B-RSI-R3 Appears on SuperCLUE November 2026 Leaderboard Alongside Frontier Models

VIDRAFT Darwin-180B-RSI-R3 Appears on SuperCLUE November 2026 Leaderboard Alongside Frontier Models

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3 min read
Darwin-180B-RSI Ranks #1 Open-Weight Model in Math and Science Reasoning on SuperCLUE (Nov 2026)

Darwin-180B-RSI Ranks #1 Open-Weight Model in Math and Science Reasoning on SuperCLUE (Nov 2026)

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5 min read
Qwen Still Takes Half of Open-LLM Downloads: What Changed in the Hugging Face Top 300 Since September

Qwen Still Takes Half of Open-LLM Downloads: What Changed in the Hugging Face Top 300 Since September

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12 min read
VIDRAFT POCKET: Running a 180B MoE Model on an 8 GB VRAM Laptop — 3.15M Downloads and Counting

VIDRAFT POCKET: Running a 180B MoE Model on an 8 GB VRAM Laptop — 3.15M Downloads and Counting

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4 min read
ViKernel Blocks All 290 Backdoor Payloads That Slipped Past 24 Standard Model Scans

ViKernel Blocks All 290 Backdoor Payloads That Slipped Past 24 Standard Model Scans

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4 min read
VIDRAFT's ByiKernel: A Security OS Embedded Directly Inside AI Model Weights

VIDRAFT's ByiKernel: A Security OS Embedded Directly Inside AI Model Weights

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4 min read
ViKernel: VIDRAFT's Weight-Native OS Embeds an AI-Proof Kill Switch Directly in Model Weights

ViKernel: VIDRAFT's Weight-Native OS Embeds an AI-Proof Kill Switch Directly in Model Weights

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4 min read
ViKernel: VIDRAFT Embeds an OS-Level Kill Switch Directly Into LLM Weights

ViKernel: VIDRAFT Embeds an OS-Level Kill Switch Directly Into LLM Weights

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4 min read
ViKernel: VIDRAFT Embeds a Weight-Native OS and Kill Switch Directly Inside AI Model Files

ViKernel: VIDRAFT Embeds a Weight-Native OS and Kill Switch Directly Inside AI Model Files

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4 min read
ViKernel: An Operating System and Kill Switch That Live Inside the AI Model (Live Demo)

ViKernel: An Operating System and Kill Switch That Live Inside the AI Model (Live Demo)

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4 min read
POCKET-35B-GGUF: Running a 35-Billion-Parameter LLM on CPU Without a GPU

POCKET-35B-GGUF: Running a 35-Billion-Parameter LLM on CPU Without a GPU

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4 min read
Run a 35B to 180B LLM Without a GPU: VIDRAFT POCKET Passes 3.15 Million Downloads

Run a 35B to 180B LLM Without a GPU: VIDRAFT POCKET Passes 3.15 Million Downloads

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7 min read
Hugging Face Open-Source Team Donates a Demo for VIDRAFT's Darwin-35B-ZTC-Vision Decision AI — No GPU Required

Hugging Face Open-Source Team Donates a Demo for VIDRAFT's Darwin-35B-ZTC-Vision Decision AI — No GPU Required

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4 min read
ViSQL: VIDRAFT's Execution-Verified NL2SQL Engine Hits 83.80% on BIRD Mini-Dev, Surpassing the Public Leaderboard

ViSQL: VIDRAFT's Execution-Verified NL2SQL Engine Hits 83.80% on BIRD Mini-Dev, Surpassing the Public Leaderboard

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4 min read
VIDRAFT's Chitos Engine Builds Full Coverage for Korea's 17-Item Financial AI Security Evaluation Standard

VIDRAFT's Chitos Engine Builds Full Coverage for Korea's 17-Item Financial AI Security Evaluation Standard

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4 min read
VIDRAFT in the Korean Press, 30 October 2026: ViSQL, NPU Pretraining, Chitos, a Hugging Face Demo and a Benchmark Analysis

VIDRAFT in the Korean Press, 30 October 2026: ViSQL, NPU Pretraining, Chitos, a Hugging Face Demo and a Benchmark Analysis

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3 min read
VIDRAFT NL2SQL Engine Scores 83.80 on BIRD Mini-Dev, Above the Current #1, and Opens a Public Demo

VIDRAFT NL2SQL Engine Scores 83.80 on BIRD Mini-Dev, Above the Current #1, and Opens a Public Demo

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

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

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

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

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

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

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4 min read
AI Hacking in 2026: What Changed, and How Defense Has to Change With It

AI Hacking in 2026: What Changed, and How Defense Has to Change With It

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3 min read
VIDRAFT's FINAL-Bench Claims 11 of 44 Categories on Hugging Face's Verified Leaderboard Audit

VIDRAFT's FINAL-Bench Claims 11 of 44 Categories on Hugging Face's Verified Leaderboard Audit

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3 min read
Chitos: An AI Security Audit Engine That Understands the Attack

Chitos: An AI Security Audit Engine That Understands the Attack

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

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

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8 min read
A Decision Model That Writes Nothing Just Took #1 on a 137-Benchmark Board

A Decision Model That Writes Nothing Just Took #1 on a 137-Benchmark Board

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4 min read
Darwin-180B-RSI Tops MMLU-Pro and GPQA Diamond on AIhoster's Independent Open-Model Benchmark Board

Darwin-180B-RSI Tops MMLU-Pro and GPQA Diamond on AIhoster's Independent Open-Model Benchmark Board

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4 min read
Five Open Science Challenges Where a Verifier, Not the Submitter, Decides the Score

Five Open Science Challenges Where a Verifier, Not the Submitter, Decides the Score

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2 min read
Six Open-Source Projects from VIDRAFT, Now on GitHub

Six Open-Source Projects from VIDRAFT, Now on GitHub

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2 min read
VIDRAFT's VKORE Enables Full Model Pre-Training on Inference-Only NPUs — 0.99 Loss Correlation with GPU Baselines

VIDRAFT's VKORE Enables Full Model Pre-Training on Inference-Only NPUs — 0.99 Loss Correlation with GPU Baselines

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4 min read
Darwin-27B-ZTC-v5 Tops the Typed Decisions Leaderboard with a 0.81 Accuracy Score

Darwin-27B-ZTC-v5 Tops the Typed Decisions Leaderboard with a 0.81 Accuracy Score

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4 min read
VIDRAFT Trains a 46M-Parameter Model Entirely on Inference-Only NPUs — No CUDA Required

VIDRAFT Trains a 46M-Parameter Model Entirely on Inference-Only NPUs — No CUDA Required

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4 min read
Who Holds #1 on Every Hugging Face Official Benchmark? A Live Index

Who Holds #1 on Every Hugging Face Official Benchmark? A Live Index

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2 min read
VKORE: LoRA Training on Inference-Only NPUs with 3.8 Inference Speedup and 0.9999 PyTorch Parity

VKORE: LoRA Training on Inference-Only NPUs with 3.8 Inference Speedup and 0.9999 PyTorch Parity

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4 min read
VIDRAFT Trains a Language Model from Scratch on NPUs — No GPUs Required

VIDRAFT Trains a Language Model from Scratch on NPUs — No GPUs Required

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4 min read
Training an LLM from Scratch on Inference-Only NPUs — No GPU Required

Training an LLM from Scratch on Inference-Only NPUs — No GPU Required

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

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

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3 min read
Open Quantum Challenge: GPU-Accelerated Quantum Simulation Meets Open Benchmarking (FINAL-Bench & VIDRAFT)

Open Quantum Challenge: GPU-Accelerated Quantum Simulation Meets Open Benchmarking (FINAL-Bench & VIDRAFT)

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

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

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3 min read
VKORE: VIDRAFT's Software Stack That Brings AI Training to Inference-Only NPUs

VKORE: VIDRAFT's Software Stack That Brings AI Training to Inference-Only NPUs

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4 min read
VIDRAFT's VKORE: An NPU Acceleration Software Layer That Unlocks Both Inference *and* Training on Non-GPU Hardware

VIDRAFT's VKORE: An NPU Acceleration Software Layer That Unlocks Both Inference *and* Training on Non-GPU Hardware

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

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

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

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

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3 min read
Darwin-27B-ZTC-v2: VIDRAFT's Open-Weights Answer to the Typed Decision Model Problem in Agent Graphs

Darwin-27B-ZTC-v2: VIDRAFT's Open-Weights Answer to the Typed Decision Model Problem in Agent Graphs

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

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

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3 min read
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