8bit.tr Journal
Infrastructure
6 articles tagged with Infrastructure.
January 12, 2026
Open-Source Models in Production: System Requirements, Tokens, and Context Windows
A technical, engineering-first guide to hardware sizing for open-source LLMs, including VRAM, RAM, tokens, and context window tradeoffs.
January 10, 2026
Adaptive Routing and Model Tiers: Balancing Cost and Quality
A production guide to routing requests across model tiers using quality signals, cost budgets, and latency targets.
December 18, 2025
Model Serving Architecture: From Single GPU to Global Fleet
Design patterns for serving AI models at scale: routing, caching, fallback tiers, and regional deployment.
December 15, 2025
Energy Efficiency and Carbon-Aware AI: Sustainable LLM Operations
A technical guide to reducing energy use and carbon impact in LLM training and inference.
December 7, 2025
Distributed Inference and Load Balancing: Serving LLMs at Planet Scale
A systems-level guide to distributed inference, load balancing, and traffic shaping for large-scale LLM services.
December 3, 2025
Multi-Tenant Token Budgeting: Fairness, Cost, and Performance
Designing token budgets for multi-tenant LLM systems while preserving fairness and latency targets.