Shadman Ahmed
Software Architect
Software architect who runs AI Bytes. Articles here are produced with AI assistance from the sources they cite; he oversees the site and handles corrections.
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Ollama vs LM Studio vs llama.cpp: 5 Speed Tests Ranked
llama.cpp beats Ollama by 8–15% in raw token generation, but speed isn't everything. Here's how all three local LLM runners compare across the metrics that actually matter.
Midjourney v7 Review 2026: What's New + 9/10 Verdict
Midjourney v7 earns a 9/10 in our complete review. We break down image quality, prompt control, pricing, and how it stacks up against GPT Image (formerly DALL-E), Stable Diffusion, Flux, and every other AI art tool.
Stable Diffusion XL in 5 Steps: Zero to Pro
The definitive SDXL tutorial covering installation, prompting, and advanced techniques like ControlNet and LoRAs. Everything you need to go from first image to pro-level output.
How to Run Llama 4 Locally: Complete Setup Guide
Step-by-step guide to running Meta's Llama 4 Scout and Maverick models on your own hardware using Ollama, llama.cpp, and vLLM, with hardware requirements and optimization tips.
Qwen3.5 vs Gemma4: 4 Models Tested for Local Coding
We break down benchmarks across all four Qwen3.5 and Gemma4 variants for local agentic coding on a 4090 — speed, code quality, VRAM, and context. One clear winner emerges.
Ditch the API Bill: Run Claude Code on Local LLMs
Connect Claude Code CLI to a local llama.cpp server in under 10 minutes. Full tutorial covering terminal setup, VS Code integration, and performance tuning for local open-weight models.
Ditch the API: 8 Open Source LLMs for Local AI in 2026
We tested the top 8 open source LLMs you can run on your own hardware in 2026 — from the 14B Phi-4 to the 671B DeepSeek V3. Here's what's actually worth your VRAM.
Ollama vs LM Studio: 7 Differences That Matter
Ollama is a CLI-first tool built for developers who want API access and Docker deployment. LM Studio is a polished desktop app for anyone who wants to chat with local models visually. Here's how to choose.
OpenAI's Model Spec Explained: 5 Rules Governing ChatGPT
OpenAI just pulled back the curtain on the Model Spec — the 100-page rulebook that dictates what ChatGPT will and won't do. Here's what it means for users, developers, and the future of AI safety.
Why Frontier AI Benchmarks Are Broken in 2026
A new book by Moritz Hardt argues that benchmark rankings — not scores — are what actually matter. We tested his thesis against every major 2026 AI benchmark.
Krasis vs llama.cpp: Is 10x Faster LLM Inference Real?
Krasis LLM Runtime claims dramatically faster inference than llama.cpp for large MoE models on a single NVIDIA GPU. We break down the real numbers, the retracted benchmarks, and when each tool wins.
A $500 GPU Just Beat Claude Sonnet at Coding Tasks
ATLAS, a source-available AI system built by a Virginia Tech student, scores 74.6% on LiveCodeBench using a single $500 consumer GPU — outperforming Claude Sonnet's 71.4% at roughly $0.004 per task.