One context of the world
Mesh continuously connects services, infrastructure, deployments, ownership, and live behavior into one operational model.
Running in 
Mesh understands the SDLC from code to systems. It finds risk before it becomes an incident, and safely remediates the cause. It isn't another on-call assistant — it prevents the issues that would have reached on-call.
Today's observability tools are broken. They answer questions you already thought to ask, wait for you to open a dashboard, and page you after things are on fire — while the context you actually need sits scattered across five tabs.
Mesh is an agent rebuilt for production. It keeps a working model of your whole stack — Kubernetes, bare metal, cloud, edge — and uses it to act before the pager fires: correlating incidents, drafting fixes, and holding the line on cost.
Mesh understands how software and environments work together in one living context map — from the first signal to the final verified state.
Mesh continuously connects services, infrastructure, deployments, ownership, and live behavior into one operational model.
When the system breaks, Mesh identifies the cause, chooses the safest remediation path, and verifies that recovery actually worked.
Every state transition is checked against policy, current evidence, and blast radius to prevent the system from entering a bad state.
Detect & Diagnose
Draft the Fix
Runbooks
Unlike tools that wait for you to ask, Mesh learns what "normal" means for your prod this week — and acts on the difference. The only wall is the blast radius you set.
Mesh works through the tools you already run — Cursor and VS Code for code, Atlassian and GitHub for review, Slack for updates, and Kubernetes and AWS for the stack itself. Integrations let it act, not just observe.
You decide which tools Mesh can touch and how it uses them. It pulls live telemetry, opens the PR, updates the runbook, and pages the right owner — the work lands where your team already works.
Mesh ranked #1 on AIOpsLab, Microsoft Research's benchmark for autonomous-cloud agents, and tops the Loghub log-analysis board. See the full results
Mesh has cut our RCA-to-decision time by roughly 90%. For chain infrastructure, the hard part is knowing what is actually happening. Mesh keeps a live view of the system and connects signals across components, so one incident does not look like three separate fires.View case study ↗
As part of our hackathon, we showcased how Mesh brought production-grade operational resilience. The Leadership Principle “Insist on the Highest Standards” needs to be built in, even under a tight weekend deadline. Instead of losing time chasing log files, the agent caught architectural drift at the rollout stage and handed us the fixes directly.
We’re running Mesh in our Sandbox cluster environment as a POC; it has proven extremely useful by automatically triaging and mitigating issues across different application teams. These issues would’ve required direct intervention from the Compute team in the past.
Most agents either do nothing or do too much.
Mesh acts inside guardrails you set, asks at the edge, and shows its work — every time.
Mesh runs inside your infrastructure, keeps data where it lives, and gates sensitive actions for your review.
