contention

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JohnScheuer / speculative-prefill-bench

Event-driven benchmark of speculative prefill during user reading time in multi-turn LLM conversations, measuring net TTFT benefit, contention penalty, and the conditions under which speculation becomes net-negative.

python performance-engineering benchmark simulation latency scheduler inference systems gating serving multi-turn prefill event-driven-simulation contention kv-cache ttft llm speculative-prefill

Updated Jul 24, 2026
Python

brokenbartender / causal-field

Star

Gaussian resource-contention fields for multi-agent coordination

python distributed-systems ai mcp numpy concurrency coordination multi-agent gaussian probabilistic resource-management ai-agents contention llm ollama agent-coordination 3dgs agentic-ai soft-lock interference-field

Updated May 6, 2026
Python

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