Field noteJune 9, 20264 min readSankritya, co-founder

Your agent stack is only as good as the knowledge underneath it

Everyone is hiring AI agents. The ones that actually work all have the same thing underneath.

Open Reddit or X right now and you will find founders showing off their agent stacks. A research agent that listens to user calls. An SEO agent that runs the blog. A chief of staff that triages the inbox. Named like people, running in Slack, saving real hours. It looks like the future, and it kind of is.

But look closer at the ones that actually work, and they all share one thing. It is not the model and it is not the framework. It is that each agent knows how that specific company actually operates.

The agent is the easy part now

Spinning up an agent is close to a solved problem. There are platforms for it, and if you can code you can wire one up in an afternoon. The model is capable. The tools are there.

What is not solved is the knowledge the agent runs on. A research agent is only useful if it knows your product and your past decisions. A support agent is only useful if it knows your real refund policy, the one that lives in a Slack thread and a finance email, not the one in a doc nobody has opened in months.

Why copying a stack does not work

We keep seeing the same thing. A founder builds a great agent, then tries to give it to a customer, and the results are mixed. The agent is identical. The difference is the knowledge underneath. The founder's agent knew the founder's company. The customer's copy did not know theirs.

That is the real wall. Not the agent. The company knowledge it needs, gathered from where it actually lives, kept current, and trusted enough to act on.

What we are building

Lore reads the places your decisions live, Slack and Gmail and Notion, and writes them into SKILL.md files your agents load. Every line cites the exact message it came from, so the agent can check a rule is still current before it acts. When the source changes, the skill re-emits and the old rule is kept, marked superseded, for audit.

Anyone can hire the agent. The hard part is the brain it runs on.

Our own company runs on three cited skills today: refund-handling from 47 real observations, incident-response from 41, and pricing-exceptions from 38. Every clause is clickable to the message where it was decided. The agent that drafts our marketing reads that same brain. So does this blog.

If you are building an agent stack and the agents keep guessing at how your company works, that gap is the thing to fix first. We would love to talk. jointhelore.com