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The Ultimate Developer's Toolkit & Portfolio
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The Ultimate Developer's Toolkit & Portfolio
MARCOS: Multi-Agent Reinforcement for Cognitive Operational Swarms
GLM-5.2 QuantTrio TP=4+DCP2 on 4x NVIDIA DGX Spark (GB10) — tuned and measured under a real agent workload. Adaptive MTP, the indexer law, and the negative results.
Model-agnostic LLM benchmarking + tuning in one command. A model is a 15-key profile file. Built in production on a 4x NVIDIA DGX Spark cluster under a live agent workload.