Blog
Latest articles
7 min readDeepSeek-Coder-V2: A 236B MoE Coding Model at Open-Source Prices
DeepSeek-Coder-V2 packs 236 billion total parameters into a mixture-of-experts architecture that activates only 21B per forward pass - delivering GPT-4-class coding performance at $0.14 per million tokens.
8 min readGoogle Search Console: The Complete 2026 Guide for Developers and Marketers
Everything you need to know about Google Search Console - from verifying ownership to reading the Performance report and fixing index coverage errors.
6 min readGroq LPU: 800 Tokens/sec and Why It Beats GPU for LLM Inference
Groq's Language Processing Unit delivers 800+ tokens/sec on Llama 3.1 70B with near-zero latency - here is the architecture reason why, and how to use it.
9 min readLoRA Explained: How 0.1% of Parameters Can Match Full Fine-Tuning
LoRA fine-tunes LLMs by training tiny low-rank decomposition matrices instead of updating billions of weights, cutting VRAM requirements from hundreds of GB to a few GB.
7 min readPolars: The Rust DataFrame Library That Makes Pandas Look Slow
Polars is a blazing-fast DataFrame library built in Rust that outperforms Pandas by 10-100x on large datasets, with lazy evaluation and parallel execution built in.
7 min readGPT-4o: The Complete Developer Guide to OpenAI's Multimodal Flagship
GPT-4o unifies text, vision, and audio in a single model. Here's everything developers need to know about the API, pricing, and when to use it.
7 min readStable Diffusion 3 Medium: Stability AI's Multimodal Diffusion Transformer
Stable Diffusion 3 Medium brings a 2B parameter open-weights MMDiT architecture with dramatically improved text rendering in images and three text encoders for superior prompt understanding.
7 min readMistral 7B Instruct v0.3: The Best 7B Open Model for Production
Mistral 7B Instruct v0.3 delivers 32K context, function calling, and inference efficiency that rivals much larger models - here is how to deploy it.
8 min readvLLM: High-Throughput LLM Serving With PagedAttention
PagedAttention makes vLLM the fastest open-source LLM inference server - here is how to deploy it with Docker, tune quantization, and scale across GPUs.
8 min readQwen2.5-Coder 32B: The Open-Source Coding Model That Rivals GPT-4o
Alibaba's Qwen2.5-Coder 32B scores 92.7% on HumanEval and 90.2% on MBPP, putting it within striking distance of GPT-4o on programming tasks - at zero API cost if you self-host.
7 min readFLUX.1: The Image Generation Model That Beat Midjourney at Its Own Game
Black Forest Labs' FLUX.1 introduces flow matching and a 12B parameter transformer backbone that delivers unprecedented prompt adherence and image quality, challenging proprietary models on their home turf.
7 min readOllama: The Fastest Way to Run LLMs Locally - Complete 2026 Guide
Install Ollama on any platform, pull models in one command, and serve an OpenAI-compatible REST API - all without sending data to the cloud.