LLM Token Leak & Checkout Friction Audit (24h Async) by Koni JangLLM Token Leak & Checkout Friction Audit (24h Async) by Koni Jang
LLM Token Leak & Checkout Friction Audit (24h Async)Koni Jang
Cover image for LLM Token Leak & Checkout Friction Audit (24h Async)
Most AI agent pipelines burn compute on two invisible bottlenecks:
Multi-agent LLM loops silently overcharging API tokens on edge cases.
Uncompressed tool output dumps inflating context windows.
I run a rigid 24-hour structural audit on your current system.
[What You Will Receive within 24 Hours]: • 1-Page Visual Blueprint identifying your token leak sources. • LLM Token Saver Ruleset: Non-blocking async clearance logic to cap multi-agent loop overcharges. • Executable backend fixes (No live calls needed).
[How It Works]:
Submit your current agent pipeline setup or repository URL.
Complete the secure payment via Contra.
Receive your structural resolution deliverable asynchronously within 24 hours.
Engineered via TRS Core v6.3. Powered by real production code logic.
FAQs

Starting at$99
Duration1 day
Tags
Python
Workflow
AI Agent Developer
AI Automation
Automations
Business Operations
Business Workflow Automation
Systems Auditor
Artificial Intelligence
Service provided by
Koni Jang Seoul, South Korea
2
Followers
LLM Token Leak & Checkout Friction Audit (24h Async)Koni Jang
Starting at$99
Duration1 day
Tags
Python
Workflow
AI Agent Developer
AI Automation
Automations
Business Operations
Business Workflow Automation
Systems Auditor
Artificial Intelligence
Cover image for LLM Token Leak & Checkout Friction Audit (24h Async)
Most AI agent pipelines burn compute on two invisible bottlenecks:
Multi-agent LLM loops silently overcharging API tokens on edge cases.
Uncompressed tool output dumps inflating context windows.
I run a rigid 24-hour structural audit on your current system.
[What You Will Receive within 24 Hours]: • 1-Page Visual Blueprint identifying your token leak sources. • LLM Token Saver Ruleset: Non-blocking async clearance logic to cap multi-agent loop overcharges. • Executable backend fixes (No live calls needed).
[How It Works]:
Submit your current agent pipeline setup or repository URL.
Complete the secure payment via Contra.
Receive your structural resolution deliverable asynchronously within 24 hours.
Engineered via TRS Core v6.3. Powered by real production code logic.
FAQs

$99