--- title: "Michael K. Laweh (@klytron) | Hashnode" description: "Senior IT Consultant & Solutions Architect. Resilient SaaS, Agentic AI & Offline-First Engineering. 馃寪 klytron.com" url: "https://hashnode.com/@klytron" --- @klytron # Michael K. Laweh @klytron 路 Ghana 路 Joined May 2026 Senior IT Consultant & Solutions Architect. Resilient SaaS, Agentic AI & Offline-First Engineering. 馃寪 klytron.com [Website](https://www.klytron.com/) ## Comments [That manual run-period before wiring APIs is spot on. The failure log being the integration spec is exactly how we approach production rescue and agent rollout. Too many teams try to automate end to end on day one without knowing what human edge cases look like, and then wonder why the pipeline breaks. Testing the structured prompt by hand gives you the deterministic bounds you need before letting tools loose.](https://hashnode.com/posts/why-your-business-needs-an-ai-integration-strategy-not-just-more-tools/6ae58dce07dcaab660f0a167/comment/6ae5bdc4bb74b026c1769b01#reply-6ae6e4fa14be3458428bf83c) Reply 路 Article 路 Nov 1 路 [Why Your Business Needs an AI Integration Strategy (Not Just More Tools)](https://hashnode.com/posts/why-your-business-needs-an-ai-integration-strategy-not-just-more-tools/6ae58dce07dcaab660f0a167)