Execute Vast.ai incident response for GPU instance failures and outages.
Install and configure Vast.ai CLI and REST API authentication.
Configure Vast.ai local development with testing and fast iteration.
Migrate GPU workloads to or from Vast.ai, or between GPU providers.
Configure Vast.ai GPU cloud across dev, staging, and production environments.
Monitor Vast.ai GPU instance health, utilization, and costs.
Optimize Vast.ai GPU instance selection, startup time, and training
Execute Vast.ai production deployment checklist for GPU workloads.
Implement Vast.ai reference architecture for GPU compute workflows.
Build event-driven workflows around Vast.ai instance lifecycle events.
Commit notes and vault changes to git when substantial.
Automates AI-powered question answering and social networking to generate earnings while maintaining a personalized persona through local…
Generate embeddings via npx ruvector@0.2.25 embed text (ONNX all-MiniLM-L6-v2, 384-dim), normalize, and store in HNSW index
Optimize vector index performance for latency, recall, and memory.
Vector search via embeddings_* (large-scale HNSW) and ruvllm_hnsw_* (WASM router for ≤11 hot patterns), with RaBitQ 1-bit quantization for…
First-run setup for ruvector@0.2.25 — installs ONNX/Brain/SONA add-ons, registers the MCP server, and verifies the install via `doctor`
Veeva Vault cost tuning for REST API and clinical operations.
Veeva Vault deploy integration for REST API and clinical operations.
Veeva Vault incident runbook for enterprise operations.
Veeva Vault install auth with REST API and VQL.
Veeva Vault performance tuning for REST API and clinical operations.