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Virtualization
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Overview
MetalBear builds mirrord for AI-powered teams. Run code against a real cluster from line one. 10× faster dev cycles, zero per-developer environment costs.
News
How We Made mirrord Run Natively on Windows
For a long time mirrord on Windows meant running it inside WSL. Here
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Report
Auto-Verifying Your AI-SRE's Fixes (Part II): HolmesGPT End-to-End on a Real Cluster
Part II of our AI-SRE series: the verification loop from Part I, running end-to-end against HolmesGPT on a real Kubernetes cluster. Two planted bugs, two verdicts - one fix the loop signs off on, one it correctly rejects.
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Report
mirrord for AI Agents Turn Agents into Autonomous Developers
Turn your AI agents into autonomous developers. mirrord gives Claude, Cursor, and Codex instant cluster feedback: no deploys, no staging queues, no conflicts.
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Report
How Our Engineering Team Uses AI
A look at how our engineering team uses AI coding tools while building mirrord, including what works, what doesn
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Report
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Technologies
Tech DNA
Rust
C++
AI/ML
C++
AI Agents
GitOps
Kubernetes
Docker
Other
Rust
Stack modernity
85/100
How modern this stack is, based on technology relevance, AI adoption and the share of legacy tools.
In-demand technologies
Rust
9 jobs
Required
AI Agents
9 jobs
Required
GitOps
9 jobs
Required
Kubernetes
9 jobs
Required
C++
5 jobs
Required
Docker
4 jobs
Required
Salary medians are calculated from this company's open jobs and compared with the market.
Industry adoption
Kubernetes
18%
Docker
17%
AI Agents
11%
C++
8%
Rust
5%
GitOps
4%
Share of companies in the same industry that use each technology.
Stack changes
Docker
Aug 2026
Rust
Aug 2026
Kubernetes
Aug 2026
GitOps
Aug 2026
C++
Aug 2026
AI Agents
Aug 2026
Technologies recently added to or removed from this company's stack - a signal of tech migrations and new initiatives.
Growth
Hiring Momentum
65/100
Growing
Open positions
9
0 opened / 0 closed in 30 days
Median time-to-fill
1 days
faster than 98% of the market
ATS activity
Every ~10 hours
08/31/2026
Hiring Dynamics
+100%
Hiring Focus
The percentage next to each role is its share of the company's job openings over the last 90 days; the arrow shows the shift versus the previous period.
Backend
100% ▲
Actively hiring for Backend (+13 in 30 days)
Activity Timeline
Added Docker to stack
Aug 2026
Added Rust to stack
Aug 2026
Added Kubernetes to stack
Aug 2026
Added GitOps to stack
Aug 2026
Added C++ to stack
Aug 2026
Added AI Agents to stack
Aug 2026
Jobs
≈ $60k – $141k per year (Estimated) • Equity • Remote • Full-Time • 3+ years exp
Rust
AI Agents
DevOps
Docker
GitOps
Kubernetes
Apply
≈ $67k – $158k per year (Estimated) • Equity • Remote • Full-Time • 3+ years exp
Rust
AI Agents
DevOps
Docker
GitOps
Kubernetes
Apply
≈ $45k – $92k per year (Estimated) • Equity • Remote • Full-Time • 3+ years exp
Rust
AI Agents
DevOps
Docker
GitOps
Kubernetes
Apply
≈ $67k – $158k per year (Estimated) • Equity • Remote • Full-Time • 3+ years exp • London
Rust
AI Agents
DevOps
Docker
GitOps
Kubernetes
Apply
≈ $76k – $117k per year (Estimated) • Equity • In office • Full-Time • 4+ years exp
C++
Rust
AI Agents
DevOps
GitOps
Kubernetes
Apply
≈ $71k – $188k per year (Estimated) • Equity • In office • Full-Time • 4+ years exp
C++
Rust
AI Agents
DevOps
GitOps
Kubernetes
Apply
≈ $99k – $199k per year (Estimated) • Equity • In office • Full-Time • 4+ years exp
C++
Rust
AI Agents
DevOps
GitOps
Kubernetes
Apply
≈ $153k – $311k per year (Estimated) • Equity • In office • Full-Time • 4+ years exp • New York
C++
Rust
AI Agents
DevOps
GitOps
Kubernetes
Apply
≈ $99k – $199k per year (Estimated) • Equity • In office • Full-Time • 4+ years exp • London
C++
Rust
AI Agents
DevOps
GitOps
Kubernetes
Apply

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