causal reasoning
What Is a Causal Model in Observability?
A causal model isn’t an LLM. Here’s what causal models are, how they differ from rules engines and correlation, and why agents need them.
DevOps & SRE
ai-agents
Why A2A Joining the AAIF Matters
Causely joins the AAIF along with A2A from Google. Agents can now talk over an open standard, but what they say is only as good as the context they start from.
AI
Your on-call AI agent is wrong more than you think
Most frontier LLMs degrade badly by ~1,000 tokens of input, not the millions in their spec sheets. For on-call agents, that means accuracy drops exactly as an incident gets complex. The fix isn't a bigger model. It's not handing the LLM the raw data at all.
AI
A Cursor Plugin for AI Ops Agents You Can Trust in Production
Causely is now a Cursor plugin. Your coding agent gets causal context from your live environment and can move from emerging causes of reliability risk to code-level fixes in the IDE.
AI
Why Your AI SRE Agent Is Stuck on Read-Only
Most AI SRE agents are stuck on Read-Only — not because teams lack trust, but because raw telemetry offers no causal context to act on with confidence.
Causality
Slight Reliability EP 113: AI Use-cases for SRE with Shmuel Kliger
Originally published to the Slight Reliability Podcast.
DevOps & SRE
Thank You, FluxCD: How it helps us, and how you can use it too!
How Causely uses FluxCD and GitOps to ship weekly on Kubernetes, keep clusters in sync, and wire up OpenTelemetry and Causely in a hands-on lab you can copy.
Blog
Announcing Reliability Delta: Clear, Objective Insight into Whether Your Release Made Your System Better or Worse
In a 50 to 100+ microservice environment with dense service-to-service dependencies, even small regressions can cascade silently. And slowing down isn’t an option. Leadership needs faster delivery and fewer incidents. This is why we built Reliability Delta.
Podcast
Purposeful OpenTelemetry
Originally posted as a livestream from OllyGarden.
DevOps & SRE
Causely Brings Reliability Engineering to the Heart of Cloud-Native Development with Yotam Yemini
Originally posted to Techstrong.tv. Learn how Causely integrates reliability engineering into product development, tackling challenges in cloud-native applications.