The loop
One agent. It watches, reasons, asks, then fixes.
Lear is not a chatbot you drive, and not a script that reacts. It runs unattended on your own infrastructure and only comes to you when a decision is genuinely yours.
The recovery loop
Six steps. One of them is yours.
The whole loop runs on its own, except the single step that should never be automated by default: your approval.
- 01
Read
Lear watches CI, cloud, and Kubernetes with full context: logs, recent changes, config, and events.
- 02
Diagnose
It works out the real root cause, using a diagnosis engine tested against real production failures.
- 03
Propose
It writes one fix and explains it, in plain English, over Slack or email.
- 04
Approve
You say yes. By default, nothing runs without a human. Approval is the whole point.
- 05
Execute
It runs the fix on your infrastructure, using credentials that never leave your environment.
- 06
Verify
It checks the system actually recovered, and logs everything.
Proactive, with full context. Not reactive, with a prompt.
A coding agent waits for you to notice, describe the problem, and paste in the context. Lear already has the context, because it has been watching. It catches the failure first and comes to you with a cause and a fix, not a blank box.
It remembers what worked.
When an incident it has already solved happens again in an unchanged environment, Lear replays the known-good fix instead of re-deriving it from scratch.
Trust is earned one approved fix at a time.
You start in read-only mode: Lear watches and explains, but touches nothing. As it proves itself, you opt in to approval-gated fixes. Full autonomy exists, but it is a tier you grant, never the default.
Honest limits
What Lear will not do on its own.
Some things should not be automated yet, so we do not. Lear will not autonomously change production databases or customer data, and will not reroute production networking or load balancers. Those stay with your engineers.
Connectors
Thirteen integrations, live today.
Cloud, orchestration, CI/CD, observability, and security, connected with your own credentials and checked against the real provider APIs.
- AWS
- GCP
- Azure
- Kubernetes
- GitHub
- GitLab
- Datadog
- Grafana
- Terraform
- PagerDuty
- Snyk
- Vercel
- Gitleaks+ secrets