SpotVista recommends multi-node spot instance configurations achieving 81.28% higher availability than SpotVerse and 21.6% higher stability than AWS SpotFleet while also delivering cost savings, based on collected availability data and real-world experiments.
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An external controller for frozen LLMs raises strict validation success on three RL coding tasks from 0/9 to 8/9 by selecting memory records and skills, running fail-fast checks, and propagating credit via eligibility traces.
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SpotVista: Availability-Aware Recommendation System for Reliable and Cost-Efficient Multi-Node Spot Instances
SpotVista recommends multi-node spot instance configurations achieving 81.28% higher availability than SpotVerse and 21.6% higher stability than AWS SpotFleet while also delivering cost savings, based on collected availability data and real-world experiments.
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PYTHALAB-MERA: Validation-Grounded Memory, Retrieval, and Acceptance Control for Frozen-LLM Coding Agents
An external controller for frozen LLMs raises strict validation success on three RL coding tasks from 0/9 to 8/9 by selecting memory records and skills, running fail-fast checks, and propagating credit via eligibility traces.
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