Everyone is talking about RAG and document management. It’s the right conversation, but it stops halfway. Here’s what’s missing — and why the next twelve months will split companies into two camps.
Context has become the raw material
Steering a language model, today, means steering its context. An agent is only ever worth what you give it to know.
That is exactly why the market rushed toward RAG and document management: they are the plumbing that carries context to the agent. Without them, an agent is brilliant and blind.
Necessary. Not sufficient.
The blind spot: context only travels one way
We call agents autonomous. They are — on the commands we hand them.
They are not autonomous on states of the world. Today’s agent waits to be written to. It executes, hands in its work, and stops. It never looks up at what has changed around it.
Picture a capable employee who would only ever work from a written request, and who would never notice that a file just moved, that a client just replied, or that a job site just went off the rails.
What we are building: agents that react to states
The next step up is an autonomous agent able — through experience or through instruction — to react to a state of context: a context changes, a context evolves, or a new context appears.
Not “run this task.” Rather: this state has changed, and here is what I do about it.
That is one of the things Somcraft Cowork will let us do, and it is where our work sits right now.
How we read the next six to twelve months
Software development is about to become documentary production.
Writing a system will stop being a complicated undertaking reserved for specialists or outside help. It will become an act of production like any other.
Tomorrow’s IT teams will build the factories, not the products
That is the shift worth seeing coming. The product — the application, the report, the processed file, the automation — will increasingly be manufactured by the machine. So the work of IT teams moves one notch upstream: designing and operating the chain that produces, rather than the part that comes out of it.
What companies will need at that point is not one more developer. It is agents that build their infrastructure, their systems and their automations.
That is precisely where agentic systems perform best: on structure, not on intuition.
And the order is not negotiable
Once those foundations are in place, you can stand up operational agents inside the company’s own domain — the ones that handle files, clients, day-to-day operations.
Not before.
Deploying autonomous business agents without the structure underneath simply does not work. It takes an agentic team able to support those agents in their operation: bring them into being, keep them current, give them access to the right context, watch over them, correct them. That is the baseline, and there is no shortcut.
Those who wait will hit a wall
The piece we are building today is exactly what prepares us to go much further six to twelve months from now.
Those who do not take this road and stay on the traditional path will hit a wall — and will have to step sideways, because the way things are evolving will not let them make the jump from where they stand.
The next step requires that the first one has been taken.
Somtech Solutions builds this foundation with its clients: the chain that produces first, the agents that operate next. If you are wondering where your organization stands on that path, let’s talk.