--- title: "Posts about ai/ml | Speedscale" description: "Browse posts in the ai/ml category." canonical: "https://speedscale.com/blog/category/ai/ml/" --- # Posts about ai/ml Browse 47 posts in this category [![Use AI and traffic replay to test AI-generated code](https://speedscale.com/_astro/hero.7DRmVYlW_24NNTV.webp)](https://speedscale.com/blog/test-ai-code-with-traffic-replay/) Sep 15, 2026 ### [Use AI and traffic replay to test AI-generated code](https://speedscale.com/blog/test-ai-code-with-traffic-replay/) Have your coding agent test AI-generated code with proxymock: capture working API traffic, replay it against changes, and inspect the results. [API testing](https://speedscale.com/blog/category/api-testing/) [Developer tools](https://speedscale.com/blog/category/developer-tools/) [AI/ML](https://speedscale.com/blog/category/ai/ml/) [Traffic Replay](https://speedscale.com/blog/category/traffic-replay/) [by Ken Ahrens](https://speedscale.com/blog/author/ken-ahrens/) [![Reliability Engineering in the AI Era](https://speedscale.com/_astro/featured-image.CYEKxqH2_qHAS.webp)](https://speedscale.com/blog/drop-the-site/) Aug 19, 2026 ### [Reliability Engineering in the AI Era](https://speedscale.com/blog/drop-the-site/) See why reliability engineering must span code, testing, telemetry, and incidents as AI agents erase the boundary between pre-production and production. [AI/ML](https://speedscale.com/blog/category/ai/ml/) [DevOps](https://speedscale.com/blog/category/devops/) [Observability](https://speedscale.com/blog/category/observability/) [by Matt LeRay](https://speedscale.com/blog/author/matt-leray/) [![Explain Non-CPU Latency With Prometheus + proxymock](https://speedscale.com/_astro/featured-image.BRWtv9NC_Z1BKjlv.webp)](https://speedscale.com/blog/explain-non-cpu-latency-prometheus-proxymock/) Aug 13, 2026 ### [Explain Non-CPU Latency With Prometheus + proxymock](https://speedscale.com/blog/explain-non-cpu-latency-prometheus-proxymock/) Diagnose a p95 latency regression that CPU profiling cannot explain using Prometheus histograms, then prove the fix with identical proxymock replays. [Observability](https://speedscale.com/blog/category/observability/) [AI/ML](https://speedscale.com/blog/category/ai/ml/) [Performance testing](https://speedscale.com/blog/category/performance-testing/) [by Matt LeRay](https://speedscale.com/blog/author/matt-leray/) [![Reproduce A Rare Retry Path With Loki + proxymock](https://speedscale.com/_astro/featured-image.JwhtFIoU_1KN1bK.webp)](https://speedscale.com/blog/reproduce-rare-retry-path-loki-proxymock/) Aug 13, 2026 ### [Reproduce A Rare Retry Path With Loki + proxymock](https://speedscale.com/blog/reproduce-rare-retry-path-loki-proxymock/) Find the rare payload that sends a service down a retry path, correlate it to the recorded response, and prove the fix with proxymock replay. [Observability](https://speedscale.com/blog/category/observability/) [AI/ML](https://speedscale.com/blog/category/ai/ml/) [Testing](https://speedscale.com/blog/category/testing/) [by Matt LeRay](https://speedscale.com/blog/author/matt-leray/) [![Separate Application Latency From Network Failure With Hubble](https://speedscale.com/_astro/featured-image.DyvJDYtm_zisCq.webp)](https://speedscale.com/blog/separate-app-latency-network-failure-hubble-proxymock/) Aug 13, 2026 ### [Separate Application Latency From Network Failure With Hubble](https://speedscale.com/blog/separate-app-latency-network-failure-hubble-proxymock/) Use Cilium Hubble flow evidence and proxymock replay to prove whether a Kubernetes timeout came from your code, a dependency, or a dropped packet. [Observability](https://speedscale.com/blog/category/observability/) [Kubernetes](https://speedscale.com/blog/category/kubernetes/) [AI/ML](https://speedscale.com/blog/category/ai/ml/) [by Matt LeRay](https://speedscale.com/blog/author/matt-leray/) [![Observe Opaque Services With OpenTelemetry eBPF + proxymock](https://speedscale.com/_astro/featured-image.DdcpmwFf_Z21Y9jl.webp)](https://speedscale.com/blog/observe-opaque-service-opentelemetry-ebpf-proxymock/) Aug 12, 2026 ### [Observe Opaque Services With OpenTelemetry eBPF + proxymock](https://speedscale.com/blog/observe-opaque-service-opentelemetry-ebpf-proxymock/) Discover endpoints, RED metrics, and traces in an opaque Kubernetes service with OpenTelemetry eBPF Instrumentation, then replay traffic with proxymock. [Observability](https://speedscale.com/blog/category/observability/) [AI/ML](https://speedscale.com/blog/category/ai/ml/) [Performance testing](https://speedscale.com/blog/category/performance-testing/) [by Matt LeRay](https://speedscale.com/blog/author/matt-leray/) [![Diagnose Serial N+1 API Calls With Tempo + proxymock](https://speedscale.com/_astro/featured-image.Di_wCb8V_Z2rwo7G.webp)](https://speedscale.com/blog/diagnose-n-plus-one-tempo-proxymock/) Aug 11, 2026 ### [Diagnose Serial N+1 API Calls With Tempo + proxymock](https://speedscale.com/blog/diagnose-n-plus-one-tempo-proxymock/) Diagnose serial N+1 API calls with Tempo and proxymock. Replay recorded traffic, inspect trace windows, and prove a concurrency fix preserves behavior. [Observability](https://speedscale.com/blog/category/observability/) [AI/ML](https://speedscale.com/blog/category/ai/ml/) [Performance testing](https://speedscale.com/blog/category/performance-testing/) [by Matt LeRay](https://speedscale.com/blog/author/matt-leray/) [![The Pod Was Cheaper. The Service Wasn’t.](https://speedscale.com/_astro/featured-image.Jrko02vG_1pATcO.webp)](https://speedscale.com/blog/the-cheaper-pod-cost-more/) Aug 11, 2026 ### [The Pod Was Cheaper. The Service Wasn’t.](https://speedscale.com/blog/the-cheaper-pod-cost-more/) Use OpenCost and proxymock to prove Kubernetes rightsizing lowers cost per successful request without hiding behavior or throughput regressions in testing. [Kubernetes](https://speedscale.com/blog/category/kubernetes/) [Observability](https://speedscale.com/blog/category/observability/) [Performance testing](https://speedscale.com/blog/category/performance-testing/) [AI/ML](https://speedscale.com/blog/category/ai/ml/) [by Matt LeRay](https://speedscale.com/blog/author/matt-leray/) [![Flamegraphs Find It. Replay Proves It.](https://speedscale.com/_astro/featured-image.BQlXZDjh_ca3Uk.webp)](https://speedscale.com/blog/flamegraphs-find-it-replay-proves-it/) Jul 31, 2026 ### [Flamegraphs Find It. Replay Proves It.](https://speedscale.com/blog/flamegraphs-find-it-replay-proves-it/) Use Grafana Pyroscope and proxymock with an AI coding agent to find a Go CPU hotspot, preserve API behavior, and verify the performance fix. [Observability](https://speedscale.com/blog/category/observability/) [AI/ML](https://speedscale.com/blog/category/ai/ml/) [Performance testing](https://speedscale.com/blog/category/performance-testing/) [by Matt LeRay](https://speedscale.com/blog/author/matt-leray/) ## Try Speedscale free Choose the desktop proxymock or the hosted cloud trial to get started. [Free Desktop Tool](https://docs.speedscale.com/proxymock/getting-started/installation/) [Free Cloud Trial](https://app.speedscale.com/signup)