Arsh Sharma
Senior DevRel Engineer, MetalBear
Arsh has worked in the Cloud Native space for more than 5 years. He guides the session and connects each step to the developer workflow.
On-demand workshop + attendee bonus
Watch an AI agent self-correct in Kubernetes
Watch a Cursor agent use mirrord to write, test, and fix its own code against real traffic and data, no mocks. Free to watch, plus a 30-day bonus of mirrord Enterprise.
Hosted by Arsh Sharma and Aviram Hassan from MetalBear.
Get mirrord running on your cluster. Claim your 30-day Enterprise license.Workshop attendees only · claim within 14 days
Claim your Enterprise bonusWhat you'll see
45 minutes. A real agent loop you can copy.
- The agent → mirrord → real cluster → feedback loop, wired live, as a pattern you can adapt to your own apps.
- The exact agent prompts and mirrord config from the demo, ready to copy.
- How teams ship AI-written code to Kubernetes without the push-and-pray loop.
⏱ Limited-time offer
Meet with us, get 30 days of mirrord Enterprise.
The 30-day Enterprise license is our thank-you for watching the workshop. Here's how to claim it:
Go through the session
Watch the full 45-minute workshop above.
Activate the operator in your cluster
Install the mirrord operator. Follow the 5-minute setup guide.
Book an architecture meeting with us
We'll switch on your 30-day Enterprise license on the call.
Enterprise includes Cloud Agents, Database Branching, Preview Environments, and white-glove setup.
Proven at scale
350+ engineers at monday.com run a similar workflow in their day to day work.
Recently they wrote about how mirrord cut their dev feedback loops from 30 minutes to 30 seconds. Same pattern, different scale.
30m → 30s
dev feedback loops
$450
per dev per month saved
89%
report higher productivity
100%
would recommend
Your hosts
The two engineers running the demo.
We are not here to read slides. You are getting engineers with a bias towards action, who build the tools, see diverse use cases in action, and can explain the why.
Aviram Hassan
Founder & CEO, MetalBear
Aviram co-created mirrord and leads the MetalBear team. He explains how AI agents use mirrord and the patterns he's seen work for leading engineering teams.
FAQ
In case you're wondering.
What do I get if I attended live?
The same bonus: a free 30-day mirrord Enterprise license. Skip the recording and claim it here. Just book a short session and mention the workshop.
Is this the full recording?
Yes. Drop your work email and the complete 45-minute workshop unlocks right here on this page. We'll also email you the slides, demo repo, and mirrord config.
How do I claim the 30-day Enterprise license?
It's free for everyone who watches the recording. Book a short session and mention the workshop, and we'll set you up with mirrord Enterprise (Cloud Agents, Database Branching, Preview Environments) wired to your own cluster. Prefer to self-serve? You can grab a free trial key instead.
Do I need to follow along to get value?
No. It's a recorded demo, not a hands-on tutorial. Watch what happens, then take the agent instructions, mirrord config, and prompts to try it on your own service after.
What is mirrord?
mirrord is an open source developer tool from MetalBear. It lets your local process (or AI agent) run in the context of a real Kubernetes cluster: real traffic, real env vars, real file access, no mocks. That is what gives the agent the runtime feedback loop you will see in the session. github.com/metalbear-co/mirrord.
monday.com recently wrote about how they use a similar workflow across 350+ engineers, cutting dev feedback loops from 30 minutes to 30 seconds. Read the case study.
Attendee bonus
Claim your 30 days of mirrord Enterprise.
Watch the workshop, then book a short session to run the full Enterprise stack on your own cluster, free for 30 days.