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ComfyUI vs Forge on a 16 GB GPU: a tie on SDXL, ComfyUI twice as fast when the model does not fit

ComfyUI vs Forge on a 16 GB GPU: a tie on SDXL, ComfyUI twice as fast when the model does not fit

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2 min read
A 3090 vs an L40S: 1.09x at batch 1, 0.46x at batch 128

A 3090 vs an L40S: 1.09x at batch 1, 0.46x at batch 128

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2 min read
Best AI Coding Agent for the Money: What Databricks’ Benchmark Reveals

Best AI Coding Agent for the Money: What Databricks’ Benchmark Reveals

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2 min read
Your Agent Benchmark Pauses the World. Production Doesn't.

Your Agent Benchmark Pauses the World. Production Doesn't.

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4 min read
How an LLM Evaluation Benchmark Produces Comparable Numbers: Inside the LFORLA Mechanism

How an LLM Evaluation Benchmark Produces Comparable Numbers: Inside the LFORLA Mechanism

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4 min read
Graph on one server: a 4-hop query 19 to 388 times faster than the incumbents

Graph on one server: a 4-hop query 19 to 388 times faster than the incumbents

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4 min read
Our agentic coding benchmark results are now an open dataset on Hugging Face

Our agentic coding benchmark results are now an open dataset on Hugging Face

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3 min read
NVFP4 vs FP8 vs GGUF on a 16 GB Ada GPU: NVFP4 decodes 2.3x faster and ties BF16 on GSM8K

NVFP4 vs FP8 vs GGUF on a 16 GB Ada GPU: NVFP4 decodes 2.3x faster and ties BF16 on GSM8K

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2 min read
Your GPU Benchmark Is Lying: Measuring LLM Inference Under Thermal Throttling the Right Way

Your GPU Benchmark Is Lying: Measuring LLM Inference Under Thermal Throttling the Right Way

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7 min read
Llmspeed Benchmark: Pick the Perfect On‑Device LLM Hardware Fast

Llmspeed Benchmark: Pick the Perfect On‑Device LLM Hardware Fast

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4 min read
Llmspeed: Benchmark rápido de LLMs com latência, throughput e TCO

Llmspeed: Benchmark rápido de LLMs com latência, throughput e TCO

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3 min read
Llmspeed: Mide el rendimiento de LLMs locales en minutos

Llmspeed: Mide el rendimiento de LLMs locales en minutos

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4 min read
AI Bias Detection: How a Fairness Audit Actually Works

AI Bias Detection: How a Fairness Audit Actually Works

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3 min read
Your agent benchmark's "user" is a second model, and 24.4% of its successful runs broke the user's own script

Your agent benchmark's "user" is a second model, and 24.4% of its successful runs broke the user's own script

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7 min read
Kandinsky 6.0 on a 16 GB GPU: the official recipe runs out of memory, and only the 29B model passed my Spanish test

Kandinsky 6.0 on a 16 GB GPU: the official recipe runs out of memory, and only the 29B model passed my Spanish test

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2 min read
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