VIII
Cost Efficiency
Architecture must make economic sense. By focusing on Total Cost of Ownership (TCO), protect budgets against escalating cloud API fees and vendor lock-in.
Proof of Work Articles (0)
No dedicated blog posts published for this North Star yet.
Proven in Building Showcase (3)
AMD ROCm Stack Compilation & llama.cpp Benchmarking
Compiled ROCm 7.2.4 on AMD Ryzen AI APU (Radeon 880M iGPU) for llama.cpp HIP/Vulkan benchmarking. Analyzed memory bandwidth bottlenecks.
AI FinOps & Token Economics Model
CapEx vs OpEx analysis of local eGPU/unified memory setups against serverless cloud API token usage, modeling agent-debate context inflation.
ainytta.blog: Agent-Native Sovereign Publishing Platform
Sovereign, zero-framework Astro 7 static publishing platform engineered for human craftsmanship and autonomous AI agent consumption (dynamic /llms.txt discovery, raw Markdown endpoints, public executable Agent Skills, and North Star governance).