LLM Benchmarks
(101 articles)DeepSeek V4-Pro Review: The Open-Source Reasoning King?
A candid look at DeepSeek V4-Pro for reasoning workloads, covering benchmarks, pricing, real workflow trade-offs, and whether it can dethrone Claude and GPT-5...
LoRA Speedrun: Wall-Clock Leaderboard Shaking Up Fine-Tuning
A new public leaderboard called LoRA Speedrun ranks fine-tuning techniques by raw wall-clock time. The results expose which tricks actually matter, and which...
Choosing an AI Model: 11 LLMs, One Prompt, Wildly Different
One prompt, 11 top AI models, wildly different outputs. Here's an opinionated breakdown of which LLM to pick for coding, reasoning, writing, and long-context...
Grok 4.5 vs Grok 4: 7 Real Differences That Matter
A no-fluff breakdown of Grok 4.5 vs Grok 4, from reasoning gains and coding speed to context, pricing, and whether the upgrade is actually worth it.
Run Qwen 3.6-27B Locally: 5-Step GPU Setup Guide
A practical tutorial for running Qwen 3.6-27B on your own GPU. Includes AWQ setup, vLLM serving, real tokens-per-second benchmarks, and the pitfalls that eat...
Gemini 3.5 Pro Review: 7 Reasoning Tests That Matter
An honest Gemini 3.5 Pro review focused on reasoning: benchmarks, pricing, real-world tradeoffs, and whether Google's mid-2026 flagship is worth switching to.
ASR Benchmark Gaming: How to Spot Overfitting in 2026
Hugging Face's new methodology shows how speech recognition models game leaderboards. The gap between benchmark WER and real-world accuracy is bigger than you...
Production RAG on Open Models: The Numbers That Matter
A benchmark-driven look at production RAG with open models, hybrid retrieval, reranking, and RAGAS scoring. What actually moves the needle when you drop the...
DeepSeek V4 Pro Local Setup: The 7-Step GPU Guide
A practical walkthrough for getting DeepSeek V4 Pro running on your own hardware, from picking the right GPU tier to squeezing real tokens-per-second out of...
Qwen 3.8-Max Review: Worth It for Coding in 2026?
An honest 2026 review of Qwen 3.8-Max for coding: benchmarks, pricing, agentic performance, and how it really stacks up against Claude Opus 4.6 and GPT-5.6.
Gemini 3.5 Pro vs Claude Fable 5: Best Agent Model in 2026
Two frontier models, one agentic crown. We break down Gemini 3.5 Pro vs Claude Fable 5 on tool use, SWE-bench, pricing, and long-horizon reliability.
Claude Haiku 4.5 vs Haiku 4: 7 Real Differences
Anthropic's Haiku 4.5 is faster, smarter, and cheaper per token than Haiku 4. But is the jump big enough to justify migrating your production stack? A no-fluff...