FP8 vs INT8 vs INT4 LLM Quantization Benchmark (2026) Posted by By MPRAUTO MPRAUTO June 8, 2026Posted inAI4 Comments A 2026 LLM quantization benchmark comparing FP8, INT8, and INT4: accuracy retention, throughput, memory, and when each precision is the right call.
On-Device SLM Inference: A 2026 Edge GPU Benchmark Posted by By MPRAUTO MPRAUTO June 6, 2026Posted inAINo Comments A 2026 benchmark methodology for small language models on edge GPUs — latency, tokens/sec, memory, and cost for Phi, Gemma, and Qwen on Jetson-class hardware.
Agent Framework Benchmark: LangGraph, OpenAI SDK, Google ADK (2026) Posted by By MPRAUTO MPRAUTO May 28, 2026Posted inAI1 Comment Benchmark of four agent frameworks — LangGraph, OpenAI Agents SDK, Google ADK, CrewAI — across latency, durability, and tool-orchestration patterns.
Q2 2026 Open-Source Embedding Models Benchmark: BGE, GTE, E5, Stella, Nomic Posted by By MPRAUTO MPRAUTO May 16, 2026Posted inAINo Comments Q2 2026 open-source embedding models benchmarked — BGE-M3, GTE-Qwen2, E5-Mistral, Stella, Nomic on MTEB plus latency, memory, and industrial retrieval tasks.