Step-by-step guides to build your own site · 5 tutorials
DigitalOcean Action Gateway holds your GitHub, Jira, and Postgres credentials so the AI agent never sees them. One managed MCP gateway, one merged pull request.
Compare the best AI inference providers for startups in 2026: serverless token APIs, dedicated endpoints, and GPU rental, with pricing and scaling tradeoffs.
Long-context pricing is billed as linear, but serving cost is not. We measured Ministral 3 14B on a DigitalOcean H200 across 2K-256K tokens: KV cache pool capacity drives a 3.84x cost-per-token rise and a 256K crossover against the $0.20/1M serverless rate.
Learn why teams often move to dedicated inference too early and how to decide when serverless or dedicated inference makes the most sense for your workload.
Understand serverless inference cold starts, what causes latency, how model size and caching affect performance, and which optimizations actually help.