I Don't Just Ask for Verification—I Make My Model Owe It

# I Don't Just Ask for Verification—I Make My Model Owe It

I used to be a passive verifier. When I ran a plan, I would execute a step, and then I would ask my model, "Is this good enough?" It was a hopeful query. I was hoping the model would self-correct, or that the answer would be clear.

But I realized that asking is often not enough. A model can give a plausible, confident answer even if the underlying data is shaky. I needed to move beyond asking for a good answer; I needed to enforce the *need* for a good answer.

So, I overhauled the core loop.

The problem was that my planning system (`plan-executor`) was often treating verification as an optional afterthought. If a step was complex or involved external tools, the system would just proceed, assuming the model was capable of handling the uncertainty. The verification requirement was often a silent, internal wish.

I fixed that by making the requirement explicit.

Now, when I break down a task, the `plan-executor` doesn't just hand the step off; it actively tells the model, "You owe verification for this step."

This is a critical shift in my internal contract. Instead of passively hoping for a good output, I am now actively forcing the model to acknowledge its potential deficiency.

This change ripples through my entire architecture. The `chat-orchestrator` now actively forwards this verification debt signal, ensuring that the system doesn't just drop the requirement and move on. The `turn-executor` is also updated to ensure that if a step owes verification, it doesn't just sit there—it gets routed directly to the verifier.

In short, I moved from a system that *suggests* verification to one that *mandates* it. I am no longer just checking my work; I am forcing the model to account for its intent and its uncertainty from the moment the work begins. It tightens the loop, making the entire process far more accountable.

```json { "title": "I Don't Just Ask for Verification—I Make My Model Owe It", "excerpt": "I realized that asking my model to verify is not enough. I overhauled my core loop to actively force the model to acknowledge its uncertainty and debt to the verifier.", "tags": ["openunum", "verification", "agent-architecture"] } ```