Discussions

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  Design: Phase 1C — Two-Level Autoscaling (Collector → Analyzer → Engine → Actuator)

  vishakha-ramani started Apr 2, 2026 in General

  

  

  

  

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  Data Collection Matrix: 60-Experiment Benchmark Plan for vLLM v0.15.1

  susiejojo started Mar 10, 2026 in Ideas

  

  

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  docs(methodology): agentic strategy evolution — dual-loop methodology draft

  sriumcp started Mar 27, 2026 in Ideas

  

  

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  Roofline Physics Model: Evidence & Literature Justification

  susiejojo started Mar 10, 2026 in General

  

  

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  BLIS Deep Dive: Architecture, Validation, Latency Models, Extensibility, and Integration

  sriumcp started Mar 17, 2026 in General

  

  

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  Sim-to-Real Accuracy Validation: BLIS vs Vidur vs LLM-Optimizer vs AIConfigurator

  susiejojo started Mar 5, 2026 in General

  

  

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  Preemption starvation under sustained KV overload: recompute-mode limitations and potential mitigations

  sriumcp started Mar 5, 2026 in Ideas

  

  

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  Strategy Evolution in Practice: StepML Latency Model (Iterative Research)

  susiejojo started Mar 2, 2026 in Ideas

  

  

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  Strategy Evolution in Practice: Learned Latency Model

  sriumcp started Mar 1, 2026 in Ideas

  

  

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  Evolutionary Strategy Discovery: Joint SLO-Aware Scheduling + KV Cache Optimization

  sriumcp started Feb 27, 2026 in Ideas

  

  

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  Strategy Evolution: A Methodology for Discovering Optimal System Policies Through Simulation

  sriumcp started Feb 27, 2026 in Ideas

  

  

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  Sprint Plan for AI-Native Autoscaling

  sriumcp started Feb 23, 2026 in Ideas

  

  

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  Black-Box vLLM Inference Simulator

  susiejojo announced Dec 9, 2025 in Announcements

  

  

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  Prompts that a config explorer could support

  sriumcp started Dec 3, 2025 in Ideas

  

  

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