Operations | Monitoring | ITSM | DevOps | Cloud

Canvas is an AI-guided workspace inside Honeycomb that combines an AI assistant with an interactive notebook for visualizing query results and traces. You can ask a natural language question about your data and Canvas will immediately start exploring your traces, through multiple queries and other tools, to find the right next steps. Instead of having to write each query yourself, Canvas automatically proposes relational queries, comparisons, and visualizations that explain why an SLO fired or what changed after a deploy.

Get a quick walkthrough of the FireHydrant platform. FireHydrant is the all-in-one incident management platform that helps teams resolve incidents up to 90% faster — and prevent them from happening again. From flexible alerting and powerful automation to retros and AI insights, it brings clarity and control to every step of your response.

Behind the Dashboard is an ongoing series where we look under the hood of a specific Catchpoint feature. Each episode breaks down the technology itself, what’s challenging about using it for monitoring, and how we removed friction and toil to make it a valuable part of the Catchpoint platform. In this episode Leon, Mursi, and Rahul take a look at Catchpoint’s LLM monitoring capabilities, including ensuring your integrated LLMs are up and performing optimally; as well as knowing if you’re using the most effective (accurate) and economical (cheapest per query) option in your suite.

Is “good code” still the right measure of engineering success in an AI-driven world? In this episode of *Humans of Reliability*, Rob Zuber, CircleCI CTO, joins Sylvain to explore how coding assistants are reshaping developer workflows and changing what teams value. Rob shares what he’s seeing across CircleCI’s customer base: a clear boost in throughput, new bottlenecks shifting from code creation to code review, and the rise of “vibe coding,” where engineers trust AI-generated code they may not fully understand.

Take a load off your IT team! The new AI Assistant instantly understands user problems and pulls tailored solutions from past tickets and your knowledge base, so customers can resolve standard issues independently. In this video, we used gpt-4.1-mini for completion and text-embedding-3-large for generating embeddings. Perfect for IT teams and help desks looking to reduce repeat requests and give customers faster, more independent support.

AI can’t replace your judgement. Audrey Long's GitKon talk was a sharp reminder: over-reliance on AI is a real threat. LLMs can speed up code reviews, brainstorm threats, and auto-generate mitigations, but they’re not gospel. Takeaway: Use AI to accelerate your work, but keep human review at the core of your workflow.