Making agentic token costs visible in production
This article examines how compounding token costs in agentic AI systems are driven by large tool schemas, accumulating session histories, and redundant retrieval loops. To mitigate…
Latest SRE & DevOps Articles
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A Strategic Guide to Semantic Layers in the Age of AI
This text serves as a resource hub overview focused on driving industrial digital transformation through the integration of AI, IoT, and Big Data. It highlights how technologies li…
ICYMI: The New In-App Signals Migrator
FireHydrant has launched a new in-app Signals Migrator, enabling users to seamlessly migrate their PagerDuty or Opsgenie on-call configurations into the platform via a no-code expe…
Single pane of glass for all your telemetry: The OpenSearch Observability Stack
The OpenSearch Observability Stack is an OpenTelemetry-native platform that unifies metrics, traces, and logs into a single correlated store to streamline root cause analysis. The …
When the systems are up but the business is down
Modern business resilience is threatened less by total outages than by the unplanned, ad hoc responses to partial system failures that compromise security and extend downtime. To m…
Dynatrace Release Radar 06.26
This article outlines recent Dynatrace updates, highlighting a new unified topology view in Smartscape and enhanced AI observability through tools like `dt-evals` for LLM evaluatio…
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Business intelligence plugins for Grafana: A support update
Grafana Labs has extended its maintenance commitment for Volkov Labs' business intelligence (BI) plugins through the end of 2026, providing bug fixes, security updates, and compati…
Secure IT infrastructure: A practical guide for IT leaders
As cyberthreats grow more complex, secure IT infrastructure has evolved from a technical requirement into a strategic necessity for ensuring operational resilience and regulatory c…
Lost in translation: Why semantic chaos is the real AI risk
The article warns that "semantic chaos"—the lack of shared business definitions—poses a major risk to enterprise AI by enabling models to confidently scale errors and drive costly …
Top tips: How to be an essentialist at work
Essentialism at work involves prioritizing high-impact tasks rather than filling a schedule with low-value activities that create a false sense of accomplishment. To achieve this, …
Designing AI Harnesses: Principles and Practice
This article defines an "AI harness" as the software engineering framework—comprising model management, data integration, and verification layers—that wraps around a model to execu…
Shadow AI has officially entered the enterprise
The rapid rise of "Shadow AI"—the unsanctioned use of AI tools in the workplace—has emerged as a major data security risk, with employees increasingly uploading sensitive informati…