AkiTao Knowledge
Knowledge foundation for deep digital presence.
Not news, not short posts. This is methodology knowledge: branding, AI visibility, SEO, content strategy; distilled from real practice and designed to be read more than once.
What Is an MCP Server? Model Context Protocol Explained
An MCP server is the bridge that lets AI like Claude and ChatGPT read files and run tools on your machine. Understand the Model Context Protocol, remote MCP, OAuth 2.1, and how to start safely.
Rules for AI Coding Agents: CLAUDE.md, AGENTS.md, and Agent Skills
Rules for AI coding agents are files like CLAUDE.md, AGENTS.md, and Agent Skills that keep an agent on your architecture and cut repeat prompts. Why cramming too many rules backfires, and how to do it right.
Whitelist vs. blocklist for MCP shells: aki-mcp-sv's security architecture
An MCP server exposing shell access to the internet has to choose between whitelist and blocklist. Comparing aki-mcp-sv with Desktop Commander, mcp-remote, and Anthropic's official server-filesystem, plus an analysis of OAuth 2.1 without DCR.
The Disasters of "Role Collapse" and "Self-Approval" in AI Coding: The Agent Council Solution
Analyzing why single AI agents always praise their own code and how the Agent Council architecture eliminates conflicts of interest.
Standardized Agent Council Architecture: Operating the Activation Gate in akiflow
Explore the 3-condition activation gate in akiflow for running AI Agent Councils efficiently while eliminating token waste and context noise.
Eliminating Sycophancy & Role Collapse in Multi-Agent Council Systems
In-depth analysis of Un-forked Adversarial Review and strict role isolation in Akiflow Agent Council to eliminate sycophantic code approvals and blind consensus.
Micro-Council Engine: Enterprise Rigor at Ultra-Low Cost with 3-5 Expert Agent Rosters
Discover the Micro-Council Engine in Akiflow: operating a miniature 3-5 expert AI council via Mechanism by Shortfall for enterprise-grade quality at minimal token costs.
What is AI Branding?
Redefining brand building in the era of AI search and AI Answer Engines.
What is a Brand Entity? Why Google Needs to Understand Your Brand
Learn about Entities - the fundamental unit that Google and AI use to identify your brand on the internet.
What is LLM Visibility? How to Measure Brand Presence on AI
How do you know if your brand appears in answers from ChatGPT, Claude, or Gemini? Learn about LLM Visibility.
Check if AI Understands Your Brand: Prompt Set for ChatGPT and Gemini
Guide to self-checking your brand presence on AI systems using a dedicated prompt set.
Schema for Brand SEO/AIO: Talking Directly to the Bots
Use structured data (Schema.org) to help Google and AI accurately identify your brand entity.
Building Content Clusters: How to Own Knowledge Domains for AI
Why is writing isolated posts no longer effective? Learn how to build Topic Clusters to create Topical Authority.
What is a favicon and why does it matter for digital branding?
An in-depth guide on the .ico format history, browser loading mechanics, the iOS Safari black-corners bug, and AkiTao's 5-file philosophy.
What is a PWA and standard Progressive Web App configuration guide
An in-depth guide to PWA architecture: Service Worker lifecycle, caching strategies, manifest settings, and Android File Handlers integration.
What is AI Branding and AI visibility?
As AI becomes a core discovery channel, does your brand appear correctly in AI answers and cited sources?