GPU Hosting & AI Engineering Blog
Benchmarks, GPU comparisons, deployment guides, and cost analysis — everything you need to run AI on dedicated GPU servers.
Self-Hosted AI Cost Trajectory
How self-hosted AI cost has evolved 2023-2026 and where it's heading. The trajectory matters for capacity planning.
Latest Articles
Fresh benchmarks, comparisons, and deployment guides from the GigaGPU team.
LLM Leaderboard April 2026
April 2026 snapshot of standard LLM benchmark leaders. The reference for picking models by task.
Cross-Encoder vs Bi-Encoder for Reranking
Reranker architecture choice — cross-encoder accuracy vs bi-encoder speed. The 2026 production default.
GraphQL vs REST for LLM API
Should your AI API be GraphQL or REST / OpenAI-compatible? The trade-offs and the production default.
CDN Caching Strategy for AI
Where CDN caching helps for AI — and where it doesn't. The patterns that work for streaming and structured outputs.
ML Platform Evaluation Criteria
Evaluating ML / AI platforms (Databricks, SageMaker, Vertex, Foundry) — the criteria that matter beyond marketing.
Self-Hosted vs AWS Comprehend
AWS Comprehend offers managed NLP (sentiment, entities, classification). Self-hosted small LLMs cover the same tasks at a fraction of cost.
Ollama on RTX 4060 Budget Models
Ollama on a 4060 8GB — what fits at GGUF Q4. Hobby tier only.
Streaming LLM Frontend Patterns
How frontend apps consume SSE streams from LLMs — React hooks, optimistic UI, abort handling.
Multi-Agent Orchestration
Orchestrating multiple specialised agents on a shared task — supervisor, peer-collaboration, role-based patterns.
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