~/talks

Susobhit Panigrahi

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Cognitive and Self-Adaptive System for Effective Distributed-TracingOpen Source Monitoring Conference 20252025-11-18
Claims an span aggregator and a trace clusterer that uses density-based DBSCAN on hundreds of feature vectors to drive self-adaptive sampling, replacing random…
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Cognitive and SelfAdaptive System for Distributed TracingContainerCon @ Open Source Summit Europe 20242024-09-16
Built an adaptive sampling layer over Jaeger and Zipkin that shifts from 1–5% random head sampling to tail-based sampling using semi-supervised density…
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Lightning Talk: Cognitive and SelfAdaptive System for Distributed TracingOpen Source Summit Europe 20242024-09-16
Claims a machine‑learned, tail‑based sampler layered over Jaeger/OpenTracing that replaces random 1–5% head sampling with a density‑aware semi‑supervised model…
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Distributed Tracing: Adaptive and Telemetry-Based Approach for Effective...SREcon23 Asia/Pacific2023-06-14
Claims an adaptive tracing layer that combines head+tail sampling with a density‑based clustering sampler, using feature vectors (operation path, service name…
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Cognitive and Self-Adaptive System for Effective Distributed-Tracing...SREcon22 Asia/Pacific2022-12-07
Applications keep existing Jaeger/Zipkin instrumentation while libraries send spans to a span aggregator that merges partial spans, clusters traces by…
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Lightning TalksSREcon19 Europe/Middle East/Africa2019-10-02
Ten rapid case studies: a lemonade-as-a-service model shows 100% availability drives exploding cost (machines raise price to €1.12, need N+2); causal loop…
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