Shivanath Devinarayanan · Updated
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Spans for LLM calls, tool calls, and agent hops. A visualizer that shows real traffic is the product direction. Duration labels are illustrative. The rule is the same: if you cannot replay the run, it does not belong in production.
If you cannot replay the run, it does not belong in production. The owner who reads that trail is named on owners . The gateway that logged the tool call is the front door .
- Request accepted Surface and identity Who asked, on which surface, with which inbound identity.
- Orchestration choice Node type Executor, generator, subagent, or orchestrator. Why that node was allowed.
- LLM call Model lane Which model, which lane, and that the call went through the gateway.
- Tool call MCP mapping Which tool name, which client ID, and whether policy allowed it.
- Agent hop A2A or Agentforce If a peer was invoked, the task and context IDs that scoped the hop.
- Decision recorded Trail The path an operator can replay. If this span is missing, the run is not production.
The span list
- 1. Request accepted. Who asked, on which surface, with which inbound identity.
- 2. Orchestration choice. Executor, generator, subagent, or orchestrator. Why that node was allowed.
- 3. LLM call. Which model, which lane, and that the call went through the gateway.
- 4. Tool call. Which tool name, which client ID, and whether policy allowed it.
- 5. Agent hop. If a peer was invoked, the task and context IDs that scoped the hop.
- 6. Decision recorded. The path an operator can replay. If this span is missing, the run is not production.
How to hire
Hiring starts with a governed production agent on one documented job, then a consultation.
Start at First Agent in Production , then book a consultation .
SHIVANATH DEVINARAYANAN · SALESFORCE MVP HALL OF FAME ·
SD
SHIVANATH DEVINARAYANAN · SALESFORCE MVP HALL OF FAME ·
SD
Stand up the first production agent
Hiring starts with a governed production agent on one documented job, then a consultation.
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