Misc

Miscellaneous knowledge and practical notes that don't fit other categories — still structured and citable.

13posts

MiniMax M3.1 Flash Local Deployment and API Guide

How to use MiniMax M3.1 Flash (open-sourced Oct 23, 2026, 428B total/23B active): call the platform API, or self-host with vLLM using BF16/MXFP8 weights

Official Status Pages for AI Services: OpenAI, Anthropic, DeepSeek, Google, Azure, AWS

Official status pages to check AI service outages: OpenAI, Anthropic, DeepSeek, Google Cloud, Azure and AWS, with URLs and per-platform scope notes

2026 Physics AI and World Model Conference Visitor Guide

Guide to the 2026 Physics AI and World Model Conference, held October 19-22, 2026 at Nanjing International Expo Center: venue, conference structure, 9 parallel forums and the expo

Getting Started with VAST's Open-Source EdenLive World Model

A guide to EdenLive, the real-time world model VAST open-sourced in Oct 2026: the 5B model exceeds 24FPS at 720P on one RTX 5090; steps, inputs and officially listed limitations

DeepSeek Search API Getting Started Guide

DeepSeek opened its search API on Oct 17, 2026: Search and Fetch at CNY 5 per 1,000 calls, with registration, enabling and call steps, plus SEO-spam and AIGC filtering.

Run Open-Source LLMs Locally on Mac with MLX (Step-by-Step Guide)

With Apple's MLX, run open-source LLMs locally on Apple Silicon Macs — no network, no data leaves the device. This guide covers install, downloads, generation and a local server.

How to Get Started with the Google Gemini API: A Developer Guide

A 6-step guide to the Google Gemini API (incl. Gemini 4 Argon, released Oct 13, 2026): try in AI Studio, get an API key, call via SDK/REST, learn pricing with cache discounts.

NVIDIA Run:ai and KAI Scheduler Open-Source Guide: Kubernetes GPU Orchestration

NVIDIA open sourced Run:ai under Apache 2.0 (Oct 13, 2026), donating its Kubernetes-native KAI Scheduler to CNCF Sandbox; this guide covers deploying and configuring GPU quotas and fractioning

How to Search Chinese National Standards (Number, Date, Committee and Full Text)

Use std.samr.gov.cn to verify Chinese national standard numbers, dates and committees, then check full texts via SAC; step-by-step guide.

How to Join EU AI Consultations: A Have Your Say Guide

How to submit public feedback on EU AI rules via the Have Your Say portal: a 6-step guide, using the Oct 12, 2026 AI Office proceedings draft consultation as an example.

AI-Generated Content Labeling Checklist (EU AI Act Transparency Obligations)

EU AI Act Article 50 transparency rules apply from Aug 2, 2026; synthetic-content labelling transition deadline is Dec 2, 2026. A 6-step labeling checklist for content teams.

GEO Site Structure Self-Check: Verifying JSON-LD, hreflang, sitemap, llms.txt and robots

A verification checklist for GEO content sites: check JSON-LD, hreflang, sitemap, llms.txt and robots.txt with curl+grep, with pass criteria and knowflowhub.com results.

AI Indexing Self-Check: A Five-Step Checklist for AI-Crawler-Friendly Sites

A five-step self-check: verify robots.txt allows AI crawlers like GPTBot, sitemap/llms.txt are reachable, and JSON-LD plus hreflang are complete.