Emergent Abilities in LLMs: What Scales, What’s a Mirage (2026)
Emergent abilities in LLMs — what truly emerges with scale, what is a benchmark mirage, and what the 2026 evidence shows about emergence vs measurement.
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.
KV Cache Optimization for LLM Inference: A Deep Dive
KV cache optimization for LLM inference — PagedAttention, quantization, prefix caching, and eviction, with the memory math behind each technique.
NVIDIA L4 + VMware for AI Inference (2026 Update)
NVIDIA L4 on VMware vSphere for AI inference, updated for 2026 — vGPU vs passthrough, sizing, L4 vs L40S, and a reference deployment with the cost math.
LLM Agent Memory Architecture for Production (2026)
LLM agent memory architecture for production — short-term, long-term, and episodic memory patterns, retrieval, decay, and where they break.
LLM Evaluation Pipelines: LLM-as-Judge Done Right (2026)
Build an LLM evaluation pipeline that you can trust — golden sets, LLM-as-judge pitfalls, calibration, drift detection, and a reference workflow.
Llama 4 vs DeepSeek V3 vs Claude Sonnet: Industrial-Reasoning Benchmark (2026)
Reproducible 2026 benchmark — Llama 4, DeepSeek V3, and Claude Sonnet 4 on industrial reasoning tasks (RAG, OPC UA Q&A, root-cause). Methodology + charts.
GraphRAG + Hybrid Retrieval: The Knowledge-Graph Pattern (2026)
Applied 2026 pattern — GraphRAG combined with hybrid retrieval (BM25+vector) on enterprise knowledge graphs: when it wins, when it doesn't, with code.
GraphRAG + Hybrid Retrieval: The Knowledge-Graph Pattern (2026)
Applied 2026 pattern — GraphRAG combined with hybrid retrieval (BM25+vector) on enterprise knowledge graphs: when it wins, when it doesn't, with code.
Speculative Decoding for LLM Inference: Architecture (2026)
How speculative decoding cuts LLM latency in 2026 — draft/target models, EAGLE-2, Medusa heads, and when speculation wins vs hurts.