Articles.
How companies put their context to work, and what we learn building the layer underneath.
LinkedIn outreach with Claude or ChatGPT: cold messages, and the replies that get lost
How to cold message on LinkedIn with Claude or ChatGPT: what LinkedIn allows, a prompt that drafts the message, and how to stop losing the replies.
LinkedIn automation tools: what they do, which kind is safer, and how to run one
Nine LinkedIn automation tools sorted by where they run: browser, desktop or cloud. What LinkedIn's own rules say, and how to pace outreach safely.
The open-source projects worth knowing for a company brain
Fifteen projects, sorted by what they actually do: memory layers, search over your own documents, knowledge graphs, and frameworks for assembling your own.
Why your AI does not know your company
The gap is not model quality. It is that everything the model would need to answer well lives in a dozen tools and in a few people's heads.
How to build a company brain
Where the pages come from, how they stay current, and how an assistant reaches them. Three mechanisms, and the two decisions that are actually yours to make.
A company brain compared with what you already have
Wikis, retrieval bolted onto a chatbot, and agent platforms each solve part of it. What each one leaves on the table, and when that part is what matters.