By successfully configuring a local instance of Ollama within a Docker container, we overcame hardware and networking hurdles to run the Qwen2.5-Coder LLM on an AMD Radeon RX 590. We bypassed the limitations of "legacy" Polaris architecture by utilizing Vulkan and the HSA_OVERRIDE_GFX_VERSION=8.0.3 environment variable to "spoof" GPU compatibility, effectively offloading compute tasks to the graphics card's 8GB of VRAM.
ai
Context engineering in AI goes beyond basic prompt crafting by strategically shaping the model’s background knowledge, constraints, and framing to produce higher-quality outputs. Unlike prompt engineering, which focuses on the immediate input, context engineering defines the AI’s role, provides relevant examples, and sets guardrails—making it invaluable for software engineers and DevOps professionals who need precise, production-ready code, debugging insights, or infrastructure optimizations.