One agent task is not one model call
Workload mechanism, not an average measurement of Kimi K3
User task
"Fix the repository"
Agent loop
1. Read context
2. Plan
3. Run tools
4. Observe
repeat until done
Repeated model calls
reasoning, planning, evaluation
Long context
repository, docs, logs, history
Tool execution
terminal, file edits, search, tests
Concurrency
parallel sessions and sub-agents
The same user count can produce very different loads depending on task length and shape.