System prompts, local GPU deployment guides, and benchmark comparisons for DeepSeek R1 reasoning models and DeepSeek-V3.
Production-tested system prompts tuned for DeepSeek R1 / V3.
Infrastructure & DevOpsArchitectural blueprint for running self-hosted DeepSeek R1 across NVIDIA H100 nodes: tensor parallelism, KV cache memory calculations, and production Kubernetes manifests.
Maya Lin
Coding & DevelopmentEmpirical code generation throughput, memory footprint, and token pricing comparison between self-hosted DeepSeek R1 671B and OpenAI o3-mini reasoning APIs.
Marcus Chen
AI ArchitectureDiscover how combining open-weights reasoning LLMs with deterministic state machine graphs solves long-horizon agent execution failures and cuts compute costs.
AI ComparisonsAn empirical analysis of open-weights reasoning vs frontier proprietary intelligence for complex software engineering.
Sarah Chen