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Brian Martin discusses the real-world performance costs of metrics libraries and shares strategies for low-overhead, "fearless" instrumentation. Drawing from his work at IOP Systems, he explores atomic primitives, per-CPU sharding, lock-free histograms, and eBPF integration to help software architects and engineering leaders maintain full system visibility without sacrificing performance.
This eMag examines how architects can lead with clarity in a rapidly evolving engineering world, distilling industry insights into field-tested practices for teams. Together, these stories reveal a core theme: the technology leader’s role is expanding from building systems to guiding how tech behaves and learns, while enabling engineers and organizations to bring out their best.
Onur Satici explains how Vortex, an open-source columnar file format under the Linux Foundation, revolutionizes high-throughput data loading. He details how cascading lightweight encodings, layout-based segment pruning, and zero-copy memory pipelines eliminate CPU/NVMe bottlenecks to stream S3 data straight to GPUs at speeds up to 60 Gbps without requiring upfront data reprocessing.
In this podcast, Shane Hastie, Lead Editor for Culture & Methods, spoke to Adam Wachtel, CTO at Click Boarding, about hiring for personality and problem-solving over pure skillset, turning around a platform and team in crisis, and how AI is reshaping team size and composition without ending SAAS.
Anthropic reliability engineer Alex Palcuie shares practical lessons on using LLMs for real-world incident response. He explains where AI acts as a superhuman for observing logs and traces, why it still struggles with causation versus correlation during root-cause analysis, and how engineering leaders can integrate AI into on-call workflows without eroding human expertise.
Architect Certification
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Engineering Leadership Certification
Work through leadership decisions with senior peers facing similar technical trade-offs. Online. Register Now.
AI-Assisted Engineering Certification
Your coding agent moves fast. Who checks whether it's making the codebase better? Online. Register Now.
AI Security & Privacy Engineering Certification
Secure and govern production AI systems, from sensitive data to guardrails, evals, and audits.Online. Register now.
QCon San Francisco
What's working across AI, architecture, and leadership, from the teams doing it. Register. Early bird ends August 11.
QCon AI New York
Production AI across agents, context, evals, security, and infrastructure, from the senior engineers building it.Registration open.
QCon London
What early-adopter teams have proven in production, across 15 engineering tracks. Register. Early bird ends August 11.
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