Step-by-step guides and practical tutorials for working with AI technologies. Learn how to implement machine learning models, use AI APIs, build intelligent applications, and master the tools that are reshaping software development.
If you are asking how much VRAM for a 30B LLM, the tempting answer is “about 16 GB at 4-bit.” That answer is tidy, memorable, and unreliable. One current 30B Q4 file is 14.79 GiB; another is 23.75 GiB. Neither…
Nemotron 3.5 Lightning activates 3 billion parameters per token. Its Q4 GGUF is still nearly 24 GiB. If you want to run Nemotron 3.5 Lightning locally, that distinction determines whether you get a useful server or a very sophisticated out-of-memory…
In PulseMark’s live check on August 12, 2026, Grok 4.6 returned the exact requested text for $0.000804. This Grok 4.6 API tutorial reproduces the Python path, then adds the controls that matter in production: reasoning effort, native tools, storage, cache…
Claude’s marking rollout has two lanes. Supported models weave one signal into generated text and attach another to supported files, but only the file lane has a self-service inspection path as of August 12, 2026. To detect Claude AI content…
The 4-bit Muse Glimmer main file is 15.88 GB. That sounds like an 18 GB local model until the vision projector, KV cache, runtime buffers, and optional DFlash drafter arrive with their own invoices. If you want to run Muse…
Archestra’s open-source repository had 4,100 GitHub stars on August 9, 2026. The more useful number for Claude Code users is one: an Archestra MCP Gateway for Claude Code can replace a small zoo of separately configured MCP servers with one…
GitHub made Lite and Balanced reviews generally available on August 7, 2026. The GitHub Copilot code review effort levels appear in a two-item dropdown. That dropdown is a budget-and-risk policy wearing a friendly UI. Lite is the fast default. Balanced…
Cloudflare launched Radar Researcher on August 7, 2026, with an unusually useful feature for an AI assistant: receipts. It turns plain-language questions into interactive Internet-data charts, then lets you inspect the datasets and tool calls behind the answer. If you…
GitHub retired its Copilot Billing Preview app on August 4, 2026, and replaced one tidy preview with two control planes: billing settings for money, and the GitHub Copilot usage metrics API for behavior. That is extra plumbing. It is also…
