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#benchmarking

2 articles exploring benchmarking. Expert insights and analysis from our editorial team.

Showing 1–2 of 2 articles
Related topics:
kv-cache llm-inference long-context quantization gpu-memory model-serving

Articles

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Infrastructure & Runtime

KV Cache Offloading Breaks on Text2JSON: Why Llama 3 and Qwen 3 Lose Accuracy on Context-Intensive Prompts

Four KV cache offloading methods show accuracy drops on Llama 3 and Qwen 3 in Text2JSON's multi-needle extraction tasks, a gap that TTFT-only benchmark suites don't detect.
Agents & Frameworks

CrewAI vs AutoGen vs LangGraph 2026: The Real Trade-Off After Maintenance Mode

AutoGen is in maintenance mode, so the 2026 choice is CrewAI vs LangGraph. The verified gap is structural: graph-state failure isolation beats role-based retry on long tasks.
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