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Christopher J Nuland

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How I trained an AI Model to Beat the 1990's Arcade Game Double DragonDevConf.US 20252025-09-19
A distributed training pipeline uses OpenShift + KubeRay to run ~100 emulator instances across 24 A100s, training a PPO-based agent that reliably clears level…
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How I Built an AI to Beat the 1990s Arcade Game Double DragonDevConf.CZ 20252025-06-12
Built an agent that uses the PyBoy emulator and direct memory reads (health, X/Y, lives) with reinforcement learning, deployed across Kubernetes + KubeRay and…
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Navigating Open Source Contributions with a Chronic Illness: A Personal JourneyDevConf.CZ 20252025-06-12
A personal account describes a hyperPOTS diagnosis after COVID, about 30 doctor visits, and recurring gray-outs that force lifestyle changes; contributions…
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Gen-AI at Scale: Simplifying Orchestration of Healthcare Applications Across Multi-Cluster EnvironmeCloud Native AI Day Europe 20242024-03-19
Pipeline uses AWS SQS triggers and KEDA autoscaling to start embedding jobs with Hugging Face and LangChain, stores vectors in Weaviate vector DB (also tested…
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Dynamically Tuning Pods: Leveraging Time Series ML Models with KubeFlowObservability Day Europe 20242024-03-19
Demonstrates using LSTM on Prometheus metrics via Kubeflow pipelines to predict pod CPU/memory trends and suggest request values, with statistical baselines…
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