Does Edge AI Actually Cut Cloud Costs? A Fact-Check
Fact-checking the claim that edge AI slashes cloud bills: where the savings are real, where they hide capital and ops costs, and the break-even math for 2026.
Semantic Caching for LLM Applications: Architecture (2026)
A 2026 architecture guide to semantic caching for LLM apps: embedding similarity lookup, cache invalidation, hit-rate tuning, and where it quietly breaks.
FP8 vs INT8 vs INT4 LLM Quantization Benchmark (2026)
A 2026 LLM quantization benchmark comparing FP8, INT8, and INT4: accuracy retention, throughput, memory, and when each precision is the right call.
Mixture-of-Experts (MoE) LLM Architecture Explained (2026)
Mixture-of-Experts LLM architecture explained — routing, sparse activation, load balancing, expert parallelism, and the real serving trade-offs.