Agent Autonomy & Overhead Simulator

Scenario & Workload

Representative Workload

Workload Steps 6 Steps

Manual Memory Records 24 items

Dynamic Tool Synthesis

Sub-agent Hand-wiring (Manual)

Comparative Telemetry

48.2k

Manual Tokens

19.4k

Auto Tokens

5 Stops

Human Interventions

+59.7%

Efficiency Gain

Tibo (Codex): "A true AI Agent shouldn't require users to maintain Skills, Memory, and Sub-agents themselves."

Execution Pipeline Trace ● Active Simulation

Step 6 of 6: Verification & Final Commit

Manual Configuration Paradigm Rigid Tools • Vector Memory

Autonomous Paradigm Zero-Config • Dynamic Synthesis

Telemetry & Bottleneck Diagnostics

Dimension	Manual Paradigm	Autonomous Paradigm	Architectural Impact
Cognitive Friction	High (42 mins setup/maintenance)	Zero (Direct Task Execution)	Developer focuses on intent rather than prompt stitching
Context Bloat	48,200 tokens (Unpruned schemas)	19,400 tokens (Dynamic compaction)	Reduced hallucination and context thrashing
Sub-Agent Dispatch	2 Bottlenecks (Static handover)	0 Bottlenecks (Ephemeral workers)	Seamless parallel execution without orchestrator locks