Practical guides on remote hiring, AI engineering, mobile testing, and developer tooling.
Sora shut down in March 2026, Runway is on Gen-4.5, and open-weights models like Wan 2.2 and MiniMax-H3 now lead open video. The practical 2026 comparison for developers building video pipelines.
Mochi 1 by Genmo is a 10B open-source text-to-video model with Apache 2.0 licensing. This guide covers VRAM requirements, three install paths, and working Python diffusers examples for local video generation.
Qwen3-VL-4B handles multilingual OCR, GUI automation, long-video understanding, and visual coding on consumer hardware. Practical Python examples for all four use cases.
A complete developer guide to loading and running Qwen3-VL-4B locally using the HuggingFace Transformers library — including quantization, multi-image inputs, and video frame inference.
DeepSeek V4 vs V3.2: correct specs for V4-Pro (1.6T/49B) and V4-Flash (284B/13B), real benchmarks from HuggingFace, updated pricing, API migration deadline, and a clear recommendation.
A direct comparison of Qwen3-VL-4B and Qwen3-VL-8B covering DocVQA, ScreenSpot, and OCRBench scores, hardware requirements per quantization level, and a task-based routing guide to help you pick the right model for your VRAM budget.
Qwen3-VL-4B-Instruct is Alibaba's compact vision-language model capable of image understanding, OCR, and video analysis on a single consumer GPU. This guide covers hardware requirements, installation, and first inference with full code examples.
DeepWiki turns any GitHub repo into an AI-queryable wiki. These practical workflows and query patterns cut codebase onboarding from hours to minutes.
DeepWiki and traditional documentation answer different questions. Here's when to use AI-generated repo docs, when human-written docs win, and how to run both in a single workflow.
DeepWiki automatically generates wiki-style documentation for any GitHub repository using AI — here's how it works, when to use it, and its real limitations.
DeepSeek V4 is out — Pro and Flash tiers, MIT license, 1M context, and pricing that undercuts the frontier by up to 11×. Here's how it stacks up against Qwen3.5, Kimi K2.5, MiniMax M2.7, GPT-5.4, and Claude Opus 4.6.
The DeepSeek API is a two-line drop-in for OpenAI. This guide covers setup, both models, streaming, thinking tokens, function calling, and everything developers need to integrate DeepSeek V3.2 into production apps.
DeepSeek V4 launched April 24, 2026 with V4-Pro (1.6T params) and V4-Flash. Here's everything developers need: specs, benchmarks, pricing, and how to migrate from deepseek-chat.
DeepSeek V4 is officially released. This article covers the real architecture (CSA+HCA, mHC, Muon), verified benchmarks for V4-Pro and V4-Flash, correct model specs, and exact API pricing to start using DeepSeek V4 today.
Compare Muse Spark, ChatGPT 5.4, Claude Opus 4.6, and Gemini 3.1 Pro on features, benchmarks, pricing, and real-world use.
Learn how to run GLM‑5.1 locally on CPU and GPU, including setup steps, hardware needs, benchmarks, and pricing options.
Gemma 4 is not a drop-in upgrade. This guide covers what changed architecturally, the full benchmark comparison, VRAM requirements by model size, and exactly what code you need to update when migrating from Gemma 3.
A hardware-first comparison of Gemma 4 and Llama 4 for local deployment in 2026. Includes full VRAM tables, benchmark data, licensing analysis, and a use-case decision matrix to help you pick the right model for your machine.
A complete step-by-step guide to running Gemma 4 locally with Ollama — covering all four model sizes, context configuration, the Ollama REST API, and troubleshooting on Mac, Linux, and Windows.
Google Gemma 4 is here — Apache 2.0 licensed, #3 globally on Arena AI, and running locally in minutes. This review covers every variant, real benchmark numbers, and step-by-step local setup.
Developers searching for Gemma 4N won't find a named model. Here's what replaced it, how Per-Layer Embeddings carry forward from Gemma 3N into Gemma 4's E-variants, and which model to run on your hardware.
DeepWiki turns any GitHub repo into a structured, interactive wiki in seconds. This guide covers the URL trick, AI chat, Deep Research Mode, MCP server config, private repo support, and the open-source self-hosted alternative.
Microsoft killed Windows Subsystem for Android in 2025. Here's how to pick the right third-party Android emulator for your budget PC, ranked by minimum RAM tier, VT requirement, and use case.
Andrej Karpathy revealed a shift from using LLMs for code generation to building a self-maintaining personal knowledge base. Here's the full architecture and how to build your own.
Compare Gemma 4, Gemma 3, and Gemma 3n with real benchmarks, pricing, and use cases to find the most sensible model choice.