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GLM-5.2 Benchmark: The New Open-Weight Leader (2026)

GLM-5.2 Benchmark: The New Open-Weight Leader (2026)

Posted by By MPRAUTO MPRAUTO June 20, 2026Posted inTechNo Comments
GLM-5.2 benchmark analysis: Z.ai's 753B MoE under MIT license, coding and agentic results vs GPT-5.5 and MiniMax M3, cost-per-token, and where it fits.
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LLM JSON Mode: A Structured-Output Benchmark (2026)

LLM JSON Mode: A Structured-Output Benchmark (2026)

Posted by By MPRAUTO MPRAUTO June 18, 2026Posted inAINo Comments
A 2026 benchmark of LLM JSON mode and constrained decoding: throughput, latency, and accuracy across grammar-based methods, with reproducible methodology.
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Text-to-SQL LLM Benchmark: Accuracy and Latency (2026)

Text-to-SQL LLM Benchmark: Accuracy and Latency (2026)

Posted by By MPRAUTO MPRAUTO June 17, 2026Posted inAINo Comments
A 2026 text-to-SQL benchmark methodology: execution accuracy, schema linking, latency, and cost across model tiers - plus where generated SQL goes wrong.
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RAG Reranker Benchmark: Cohere vs BGE vs Jina vs ColBERT

RAG Reranker Benchmark: Cohere vs BGE vs Jina vs ColBERT

Posted by By MPRAUTO MPRAUTO June 12, 2026Posted inAINo Comments
A reproducible 2026 RAG reranker benchmark: Cohere, BGE, Jina, and ColBERT on recall, latency, and cost, with methodology and a selection matrix.
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FP8 vs INT8 vs INT4 LLM Quantization Benchmark (2026)

FP8 vs INT8 vs INT4 LLM Quantization Benchmark (2026)

Posted by By MPRAUTO MPRAUTO June 8, 2026Posted inAINo Comments
A 2026 LLM quantization benchmark comparing FP8, INT8, and INT4: accuracy retention, throughput, memory, and when each precision is the right call.
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On-Device SLM Inference: A 2026 Edge GPU Benchmark

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.
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SGLang vs vLLM vs TensorRT-LLM: 2026 Inference Benchmark

SGLang vs vLLM vs TensorRT-LLM: 2026 Inference Benchmark

Posted by By MPRAUTO MPRAUTO June 2, 2026Posted inAINo Comments
Reproducible 2026 benchmark of SGLang, vLLM, and TensorRT-LLM — throughput, p50/p99, KV cache utilization, and when each wins.
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Agent Framework Benchmark: LangGraph, OpenAI SDK, Google ADK (2026)

Agent Framework Benchmark: LangGraph, OpenAI SDK, Google ADK (2026)

Posted by By MPRAUTO MPRAUTO May 28, 2026Posted inAINo Comments
Benchmark of four agent frameworks — LangGraph, OpenAI Agents SDK, Google ADK, CrewAI — across latency, durability, and tool-orchestration patterns.
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Q2 2026 Open-Source Embedding Models Benchmark: BGE, GTE, E5, Stella, Nomic

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.
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