I'm here to help you with the docs. You have just downloaded a llamafile from the Pre-built llamafiles section. Now what? Here are a few examples to get you started. NOTE For the purpose of these examples, you can run…
The information search landscape has changed radically. In previous years, the focus was on Google's SERP (Search Engine Result Page) algorithms. In 2026, the industry's focus has shifted to Generative Engine Optimization (GEO). User behavior is no longer just typing short…
An MSSP detection lead described a gap to us this week. Use cases are validated before go-live and re-tested by a BAS tool every six months. In between, a log source changes. A parser update renames a field, or someone…
Not long ago, our workflow as software engineers was straightforward and hands-on: Design the system architecture and database schema. Write every single line of code by hand (HTML, CSS, framework logic, APIs). Spend hours debugging syntax errors, typos, and edge-case…
Most MCP servers get built by adding. Someone needs a lookup, so a tool goes in. Someone needs an update, so another goes in. Nobody comes back to remove anything. If a workflow uses MCP, that pile of tools has…
Base's Denim upgrade cuts block time from 2 seconds to 200 milliseconds. That gives you 10x the blocks, and any service that does work on every block makes 10x the RPC calls. That holds on every provider, because the chain sets the count, not…
I spent a week debugging what I thought was a broken table extractor. The real lesson: PDFs don't contain tables at all. They contain text runs with absolute coordinates. A table is just a pattern humans see in aligned whitespace…
ViKernel is what VIDRAFT calls a Weight-Native OS (웨이트 네이티브 OS): a security layer whose logic is encoded into the model's weights themselves rather than bolted on as a wrapper, prompt filter, or inference-time proxy. The central design philosophy flips…
A coding assistant can produce a plausible Swift change before you have finished explaining the feature. The hard part is not getting code into an editor. It is checking whether the change fits the app's behavior, concurrency model, accessibility needs,…
VIDRAFT POCKET is a collection of GGUF-formatted large language models built around three explicit design constraints: The family currently includes at least three major repositories on Hugging Face. As of November 1, 2026, those repositories logged a combined 1,113,164 downloads in the prior…
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