AI systems don't stay fixed by Yuco MurakamiAI systems don't stay fixed by Yuco Murakami

AI systems don't stay fixed

Yuco Murakami

Yuco Murakami

AI systems don't stay fixed forever. APIs update. Models behave differently. Edge cases surface after launch. Business requirements change.
I provide ongoing technical support and maintenance for AI systems that were either built by me or by another developer keeping your chatbots, automation workflows, data pipelines, and AI applications running reliably.
What I handle:
Bug fixes and breakage caused by API changes (OpenAI, Anthropic, Zapier, n8n, Make)
Prompt tuning to improve AI response quality over time
Performance optimization (reduce latency, cut costs, improve accuracy)
New feature additions to existing systems
Platform migrations (e.g., moving from Zapier to n8n, or GPT-3.5 to GPT-4o)
Security reviews and data handling audits
Response quality monitoring and improvement
I take over existing AI systems built by others regularly. Just give me access to the codebase or platform account and a description of what's broken or what you want improved I'll diagnose and fix without unnecessary rebuilding.
The monthly retainer model is ideal for businesses that have live AI systems serving real customers and can't afford downtime.
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Posted Jul 10, 2026

AI systems don't stay fixed forever. APIs update. Models behave differently. Edge cases surface after launch. Business requirements change. I provide ongoing...