What an ex-NSA red teamer wants every SOC to stop doing
Security teams have spent years trying to see more. More endpoints, more cloud services, more identities, more telemetry. For the The post What an ex-…
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Meet Brain, the AI that decides when Azure is officially down
Microsoft recently took the wraps off Brain, the internal AI system that continuously monitors Azure’s health and, increasingly, acts on The pos…
Agentic AI in observability: accelerating root cause analysis
The growing development, promise, and use of generative AI and agentic AI continue to drive dramatic change in the IT The post Agentic AI in observabi…
Most enterprises will hand root cause analysis to AI agents within two years
For decades, software engineers have been the eyes and ears of enterprises, combing through voluminous logs, observability tools, consoles, browser Th…
Watch AWS engineers troubleshoot agentic AI with OpenTelemetry and OpenSearch
Your organization constantly needs more information about system performance, usage, and data while in production — or better yet, before The po…
OpenTelemetry Graduates to CNCF's Highest Maturity Level
The Cloud Native Computing Foundation (CNCF) has announced the graduation of OpenTelemetry, elevating the project to the foundation's highest level of…
Instacart Scales Personalized Marketing via Configuration-Driven Multi-Tenant Platform
Instacart redesigned its personalized marketing system using a configuration-driven multi-tenant architecture on Storefront Pro. The system replaces r…
Eliya 25 Brings a JVM-Level Diagnostic Profile to OpenJDK 25 LTS
Asymm Systems has released Eliya 25.0.3, an OpenJDK 25 LTS distribution aimed at improving production diagnostics in Java environments. It consolidate…
Inside Target’s LLM-Based System for Semantic Matching in Marketing Forecast Pipelines
Target built a generative AI system to improve marketing campaign forecasting by retrieving and ranking similar historical campaigns. Using embeddings…
Podcast: How eBPF Empowers Developers to Observe Inside the Linux Kernel in a Safe and Unintrusive Way
Dan Fineran explores how eBPF has evolved far beyond its roots in packet filtering into a robust, safe way to extend the Linux kernel. He explains how…
Inside Atlassian’s Forge Billing Architecture for Distributed Usage Tracking at Scale
Atlassian details the Forge billing platform built for usage-based pricing across its cloud ecosystem. It processes large-scale usage events with corr…
Your AI pipeline is broken, and your dashboards don’t know it
Recently, a crucial RAG pipeline used by one of our corporate clients began hallucinating about financial numbers without notifying us The post Your A…
Slack Eliminates SSH in EMR Pipelines, Migrates 700+ Jobs to Rest-Based Architecture
Slack modernized its data platform by replacing SSH based execution in Amazon EMR pipelines with a REST driven orchestration layer called Quarry. The …
Observability overload is drowning engineers
If you can see everything, you may see nothing at all. That’s what SREs and DevOps engineers are learning as The post Observability overload is …
The tokenmaxxing party is over, and Revenium is mopping up
For the past 18 months, the corporate approach to artificial intelligence has been a gold rush. The mandate was simple: The post The tokenmaxxing part…
How Netflix Maps Thousands of Microservices in Real-Time
Netflix has shared details about Service Topology. This internal system creates and updates a live dependency graph for thousands of microservices. It…
OpenTelemetry Launches “Blueprints” Initiative to Simplify Enterprise Observability Adoption
OpenTelemetry has introduced a new "Blueprints" initiative aimed at reducing the growing complexity of deploying and operating observability systems a…
Vendor neutrality isn’t magic: A hard look at the OpenTelemetry ecosystem
The OpenTelemetry (OTel) ecosystem provides us not only with a standard data format and transport mechanism for generating, processing, and The post V…
Debugging the undebuggable: building observability into probabilistic AI systems
Debugging used to be straightforward: A service failed, you checked the logs, followed the stack trace, and fixed the bug. The post Debugging the unde…
Taming the agentic influx: a blueprint for AI business observability
Kin Lane, API industry analyst and co-founder of Naftiko, believes that the bill for AI is coming soon. It’s arriving The post Taming the agenti…
Who’s monitoring the agents?
Over the past few months, something quietly shifted. Frameworks like CrewAI, AutoGen, and LangGraph are no longer just showing up The post Who’s…
How Jaeger hit 8.6× compression on 10 million spans with ClickHouse
As someone who’s been maintaining Jaeger, I’ve watched users request ClickHouse support consistently over the past few years. With Jaeger …
After becoming cloud computing’s telemetry standard, OpenTelemetry graduates into the AI infrastructure era
The Cloud Native Computing Foundation (CNCF) on Thursday announced the graduation of OpenTelemetry, the open source observability framework that has T…
Steve Yegge’s AI agent orchestration project Gas Town comes to the cloud — and brings the Wasteland with it
Steve Yegge, a longtime software engineer and blogger who spent the best part of two decades at Amazon and Google, The post Steve Yegge’s AI age…
Article: Kernel-Level Ground Truth: Why eBPF is Replacing User-Space Agents for Security Observability
eBPF is emerging as a preferred method for security observability over traditional user-space agents. By attaching probes directly to the Linux kernel…
Cloudflare Introduces Workflows V2 with Deterministic Execution and 50K Concurrent Workflows
Cloudflare introduces Workflows V2, a redesigned distributed workflow orchestration system with deterministic replayable execution, improved observabi…
Pinterest Engineers Eliminate CPU Zombies to Resolve Production Bottlenecks
Pinterest identified and resolved CPU starvation issues that affected machine learning training jobs on its Kubernetes-based platform, PinCompute. The…
Grafana's Pyroscope 2.0 Makes Continuous Profiling Practical at Scale
Grafana Labs has launched Pyroscope 2.0, a rearchitected open-source continuous profiling database. This version improves storage costs, query perform…
Netflix Serves 84% of Query Results from Cache with Interval-Aware Caching in Apache Druid
Netflix improves Apache Druid performance with interval aware caching, serving 84% of analytics results from cache and reducing query load by 33%. The…
Article: Local-First AI Inference: A Cloud Architecture Pattern for Cost-Effective Document Processing
The Local-First AI Inference pattern routes 70–80% of documents to deterministic local extraction at zero API cost, reserving Azure OpenAI calls for e…