Ali Ghodsi says AI doesn’t have an intelligence problem. It has a context problem. We say it shorter: a model cannot reason over that which it isn’t provided.
Ben Horowitz and Michael McGuiness take it one step further in their October 27 essay, and it’s the right step. Change your model and the new one either inherits your definitions, your permissions, your evaluated cases, your account history and your hard-won exceptions, or it starts from the same generic prompt as everyone else. If it’s the second, you’ve gained nothing lasting. The model was never the asset. The inheritance is.
So far we agree. Here’s where we part ways.
Whose record is it?
They put the inheritance in the lakehouse. Databricks calls it the system of record for agents. Palantir has sold a version of it for years, inside the Ontology. Microsoft, Salesforce and the rest announced theirs this year. Every one of them is an estate. You move in, the record is kept there, and it is theirs to keep.
We’ve spent a decade building systems for energy operators. We know the man who runs the well. He isn’t moving his judgment into anyone’s lakehouse. His CIO wants to own the data, pick the models and run off the grid when he has to. His CISO wants the label to travel with the fact. His auditor wants an answer, not a dashboard. For these people the inheritance has to be theirs, under whatever agents, models and harnesses they choose, and it has to be something they can prove without asking the vendor.
That’s what Syderial is. The system of record for intelligence: the context and the policy of record for the whole business, for humans and agents. It isn’t a model and it isn’t a harness. It’s the layer under both.
Three differences from an estate
It records claims, not state.The lakehouse says what the pump reads. The record says who reported it, from what source, when it applied, when the record learned it, and what the record doesn’t know. That last part matters more than people expect. The part of Syderial that works best after a year of building is abstention. When the record doesn’t know, the answer says so, and the action waits.
It gives the model a menu, not a pile. We call it model courtesy. The model gets the prompt, whatever the harness provides, and the record as a menu of signed claims. It picks what it needs and builds its own window into the record. Then, when it responds or calls a tool, the gate runs two checks: the policy allows it, and what the model was provided entails it. If that check fails, you can see which failure it was. The record supported X and the model said Y, or the record never had it. Either way you know what the model knew when it decided. Guardrails strangle the reasoning. Observability logs the failure after the change. Neither is compliance.
Free the reasoning. Govern the hands.
It leaves a receipt. Signed, with the decision, the reason, the evidence, the policy version and the signer. An auditor cannot subpoena a cache. They can check a receipt.
One night on a well
Ray writes a field note at 3:52 in the afternoon: a damp patch at last month’s clamp, a sour smell, eleven dry days. A temporary repair is still open. At 2:41 the next morning, pressure reads low and the night agent asks to raise the pump four percent. The step is inside the limit. The policy permits it. On the data most agents get, the raise is the right call.
It wasn’t. The record refuses the raise, because Ray’s note and the open work order are in it. The agent goes back to the record, reads what Ray saw, and decides on its own to shut the well in. The same record allows that. The on-call gets paged. Nobody told the agent to shut in. The common ground between the people who run the well and the agent that shares their work prevented a spill.
Well 47 is a synthetic well. Everything else in that paragraph is the product running on it, and you can watch it at demo.syderial.ai without an account. Ask it about Well 47 and check the receipt on the answer.
The inheritance belongs to the business
Models will come and go. So will harnesses. The record endures and gets richer, and the signals in it can tune the next model, so the long arc of a company’s judgment becomes second nature to whatever reasons over it next. That’s the inheritance. It belongs to the business.
Humans and agents are two partial knowers standing on shared ground. The record is the ground.