Blog

Living memory, out loud.

Notes on company knowledge, AI context, and turning scattered docs into memory every AI client can reach.

one folder, one laptop AI client AI client shared living memory Start here
July 4, 2026 · 13 min

The practical Claude Code guide

A hands-on Claude Code guide for people who run a business, not a codebase. Setup, context, skills, agents, and safety, without the developer jargon.

#claude-code #how-to #ai-context
OKF: markdown + frontmatter governed living memory
July 13, 2026 · 4 min

Google's Open Knowledge Format: the format is the easy part

Google Cloud's Open Knowledge Format makes markdown the standard for company knowledge in AI. It's the foundation memrelay runs on, and only the beginning.

#ai-context #knowledge
fancy format machine sees noise plain markdown # Pricing Our plans and positioning. ## Tiers - starter - team - scale machine reads it clean
July 12, 2026 · 4 min

Your knowledge base should be plain markdown

Fancy formats feel professional and read terribly to both people and machines. Here is why your company knowledge belongs in plain, boring markdown.

#knowledge #ownership
start here 1 2 later
July 11, 2026 · 4 min

What to put in your company's AI memory first

You decided to give your AI your company's knowledge. Here is the short, ordered list of what to write down first, and what to leave for later.

#how-to #knowledge #ai-context
retyped every time saved once, reused /skill one call, same quality
July 10, 2026 · 4 min

Turn any repeated task into an AI skill

Do a task well once, save it as a skill, and never explain it from scratch again. How small reusable AI workflows compound into real speed.

#how-to #claude-code
knowing more same Monday working differently work runs differently
July 8, 2026 · 4 min

Stop learning AI. Change how you work.

The goal was never to know more about AI. It is to work differently. Here is the test that tells you whether your AI use is actually working.

#ai-context #how-to
summary inbox meeting decisions tasks observations living memory
July 7, 2026 · 4 min

From meeting to memory: notes that update themselves

Most AI meeting tools hand you a summary that dies in an inbox. The point was never the summary. It is what should happen to the decisions inside it.

#knowledge #ai-context
waterline prompt context
July 6, 2026 · 5 min

Context engineering, not prompt engineering

Prompt wording gets all the attention, but it is the small part. What the AI already knows before you type is what actually decides the answer.

#ai-context #claude-code
five habits data training pasted secrets over-trusted agents browser on bank sites sensitive data in KB
July 3, 2026 · 4 min

The AI risks every manager should know

AI at work has a handful of real risks, and they are boringly avoidable. Here is the short list every manager should hand their team before they start.

#how-to #ownership
vector dump living memory
July 2, 2026 · 2 min

RAG isn't memory

Dumping documents into a vector database feels like giving AI your knowledge. It isn't. Here's why retrieval falls short, and what memory does differently.

#rag #ai-context
AI context gap your company
June 30, 2026 · 2 min

Why your AI doesn't know your company

The models are good enough. AI gives generic, confidently wrong answers because it has no context on your company. Here's what actually closes the gap.

#ai-context #knowledge
June 28, 2026 · 3 min

From folder maps to living company memory

memrelay began as a folder template for company knowledge. Here's how it became living organizational memory every AI client can reach.

#knowledge #ai-context #product-story

New posts, by email.

Occasional notes on company knowledge and AI context. No noise.