Grounding Software [best] -

Anchoring outputs to a specific point in time or a time window.

The voltage difference between a person's feet while they are walking near a fault. Even without touching anything, the electricity traveling through the soil can "step" through the body. grounding software

| Pattern | Description | Use Case | |--------|-------------|-----------| | | Query an external DB before generating a response. | Customer support bots reading a live knowledge base. | | Function Calling (Tool Use) | The model outputs a structured call to an API, not a final answer. | "Schedule meeting" → system calls calendar API → returns confirmed time. | | Self-Ask with Verification | The model asks itself sub-questions and checks facts. | "Is X true? According to doc Y, yes. Therefore final answer is Z." | | Human-in-the-Loop (HITL) | For high-stakes decisions, the software pauses and requests human confirmation. | Medical diagnosis recommendations or financial trades. | Anchoring outputs to a specific point in time

Features an immediate "Panic Button" for acute anxiety grounding. | Pattern | Description | Use Case |

In the realm of software engineering, particularly within generative AI and complex data processing, a system is said to be floating when its outputs are not verifiably tethered to known, reliable facts or operational constraints. A floating system hallucinates, invents data, or makes decisions based on outdated or irrelevant context.

When we design a grounding system, we aren't just looking for "zero resistance." We are fighting two specific hazards: