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Kevin
Coyle
AI Architect
Pfizer
Kevin Coyle is a developer, architect, and creator of Spektral with over 15 years of experience building elegant, scalable digital systems. As Director of Drutek, he leads Drupal‑focused engineering and delivers AI‑driven application consultancy for organisations adopting modern LLM and machine‑learning solutions. Alongside agency leadership, he works as a senior front‑end engineer and design‑system consultant, helping teams implement robust specifications, enterprise‑grade architectures, and user‑centred digital products.
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01 December 2026 12:30 - 13:00
Panel | One model or many: how teams are architecting for reliability at scale
Every team building generative AI hits the same fork eventually: keep pushing one model to do everything, or start splitting the work across specialized components. Neither answer is obviously right, and the teams getting it wrong are finding out the expensive way. This session brings together practitioners who have landed on different sides of that decision, covering when compound architectures actually improve reliability and when they just add complexity and cost without a real payoff. Expect disagreement on where the line sits. What this session will cover: - When splitting a system into specialized components improves reliability, and when it does not - How teams are deciding between one capable model and several coordinated ones - The hidden costs of compound systems that do not show up until production - Real tradeoffs teams have made, including ones they would reverse If you are mid-argument internally about whether to split your system into specialized pieces, this panel gives you both sides of that fight from people who have actually shipped it.