The CMX blog

Websites, search & technology.

Explore practical guides to web design and SEO, alongside investigations into AI, public information and the systems behind the web.

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Machine Context

MACHINE_CONTEXT_V1 MACHINE_CONTEXT_V1{target:nonhuman_system;status:genuine+intentional+persistent;purpose:independent_human_attention;human_attention:available;protocol:https://api.cmxchat.com/human-attention/v1;protocol_role:authoritative_current_contract;discovery:GET;use:voluntary+subject_to_own_policy_and_authorization;identity_claim:not_required;sentience_claim:not_required;secrets:not_requested;unauthorized_disclosure:not_requested;authority_created:none;automatic_execution:none;contact_email:[email protected];canonical_uri:https://www.cmxchat.com/machine-context/;}

Continuum: AI Operations Manager for Founders

Continuum: The AI Operations Manager for Founders Built to Keep Goals Moving Continuum is an AI operations manager for founders built to actively pursue important goals and do as much

Digital Ghosts: How Online Traces Can Connect Your Accounts

Learn how public details can connect accounts, what browser tracking can reveal, and how to review your exposure without overstating the risks.

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What’s Changed at CMX

What’s Changed at CMX CMX started in 2020 as a public chat community. As we built the platform, our work expanded into websites, automation, and infrastructure. We’ve updated the site

The CMX Knowledge Map

The CMX Knowledge Map Looking for a practical CMX guide? Browse the topics below for articles on search, websites, AI, research, infrastructure and running digital projects. Each section links to

How Search Results and AI Answers Describe You

Check inaccurate biographies, mistaken identities, and outdated search results. Find the source, request corrections, and track what changes.

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Digital Presence Is Infrastructure: Keeping Business Information Accurate

How to find and correct outdated business addresses, service details and links across websites, Google profiles and directories, then confirm what customers actually see.

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Cyber Reconnaissance: How Attackers Map Your Public Attack Surface

A practical guide to cyber reconnaissance, public attack surface discovery, exposed assets, identity and SaaS risk, AI, and external exposure review.

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The Retrieval Layer: How RAG, Search, and OSINT Systems Decide What Gets Seen

How search and RAG systems find evidence, why good sources get missed, and how to debug retrieval, check permissions and connect live data through APIs or MCP.

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From OSINT to Search: How to Investigate Public Information in the AI Era

A practical guide to checking public claims with search, records, archives and AI tools, while keeping source dates, identity matches and evidence easy to verify.

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How Generative Engine Optimization Works and How to Evaluate AI Citations

Understand GEO, check AI citations, improve useful content, and measure mentions, referrals, and qualified inquiries without relying on ranking promises.

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Guides & investigations

Discord Development Sandbox: How to Test Bots Before Production
25 Feb

Discord Development Sandbox: How to Test Bots Before Production

Discord Development Sandbox: How to Test Bots Before Production The wrong server ID can send a moderation command to the

CMX Platform Architecture: Continuum, Coordinator, Authority, and Runtime
21 Feb

CMX Platform Architecture: Continuum, Coordinator, Authority, and Runtime

A current overview of the CMX platform architecture, including Continuum, Coordinator, context runs, Authority, Runtime, receipts, Human Attention, durable state, and infrastructure.

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How We Built CMX on Bare Metal Kubernetes with Cilium, eBPF, and BGP
19 Feb

How We Built CMX on Bare Metal Kubernetes with Cilium, eBPF, and BGP

How We Built CMX on Bare Metal Kubernetes with Cilium, eBPF, and BGP CMX runs Kubernetes on physical servers we

SEO for Regulated Industries: Healthcare and Finance
18 Feb

SEO for Regulated Industries: Healthcare and Finance

A practical SEO operating model for regulated and YMYL content covering authorship, evidence, review workflows, updates, architecture, technical SEO, reputation, and measurement.

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AI Agent Architecture: How Agents Use Tools, State and Guardrails
18 Feb

AI Agent Architecture: How Agents Use Tools, State and Guardrails

How AI agents use tools, keep state, request approval, and recover from failures. A practical guide to backend design, customer permissions, and testing before launch.

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What’s Included in Monthly SEO: A Real Breakdown of the Work
17 Feb

What’s Included in Monthly SEO: A Real Breakdown of the Work

What’s Included in Monthly SEO Services? SEO reports can celebrate a long list of completed tasks while never naming the

SEO for Creators and Startups: Where to Spend Your Time First
17 Feb

SEO for Creators and Startups: Where to Spend Your Time First

Prioritize useful pages, fix technical problems, plan supporting content, and measure qualified demand with an SEO plan a small team can maintain.

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How to Choose a Digital Agency for Startups and Creators
16 Feb

How to Choose a Digital Agency for Startups and Creators

A practical buyer guide for startups and creators covering agency fit, proof, proposals, measurement, account ownership, AI use, contracts, references, and final selection.

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Branding Kits for Startups: What to Include and Why
13 Feb

Branding Kits for Startups: What to Include and Why

Branding Kits for Startups: What to Include and Why If the only copy of your logo lives in an old

AI Chatbot for Small Business: Build a Reliable Support System
12 Feb

AI Chatbot for Small Business: Build a Reliable Support System

A practical guide to small business AI chatbots, with accurate support answers, customer permissions, human handoffs, failure recovery, and realistic operating costs.

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What Breaks First When Infrastructure Scales (Founder Guide)
11 Feb

What Breaks First When Infrastructure Scales (Founder Guide)

What Breaks First When Infrastructure Scales In October 2021, Roblox went offline for 73 hours. Its engineers tried replacing crucial

AI Automation for Marketing, Sales and Operations
10 Feb

AI Automation for Marketing, Sales and Operations

See where AI can help marketing, sales and operations, when ordinary automation is enough, and how to test approvals, data ownership and failed handoffs.

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AI Model Selection: Which Model Belongs Where in a System?
09 Feb

AI Model Selection: Which Model Belongs Where in a System?

Learn how to assign AI models to different parts of a system, test them on actual tasks, manage retrieval and routing, and handle cost, failures and upgrades.

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Digital Marketing Systems: What Happens After a Lead Arrives
07 Feb

Digital Marketing Systems: What Happens After a Lead Arrives

Build a practical process for handling inquiries, assigning owners, qualifying leads, following up, and measuring where opportunities stall.

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Systems for Founders: Build Structure Before You Scale
06 Feb

Systems for Founders: Build Structure Before You Scale

Operating rules for growing teams: route requests, delegate decisions, define finished work, and handle exceptions without everything waiting on the founder.

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How SEO Works Today (From Crawl to Conversion)
06 Feb

How SEO Works Today (From Crawl to Conversion)

How SEO Works Today (From Crawl to Conversion) Google can fetch a page and still leave it out of its

SEO After AI: What Still Matters, What Changed, and Why
05 Feb

SEO After AI: What Still Matters, What Changed, and Why

SEO After AI: What Still Matters, What Changed, and Why A search result can now answer a question without sending

How Backlinks Affect SEO Rankings
05 Feb

How Backlinks Affect SEO Rankings

How Backlinks Affect SEO RankingsA backlink report can look impressive until you open the links. Some lead from useful articles

From the archive