[ DEPLOY ] →
Your infra, production-ready in days.
We source the hardware. We deploy via Terraform. Repo, IaC, secrets, monitoring and runbooks land as one package, not "docs later".
> embedded ops · devops · sre · dataops
Your DevOps team on contract. For Web3, AI, ZK and DePIN.
We know where to source hardware fast and how to ship nodes fast. We run your infra, so you don't hire SREs for four months only to lose them in eight.
team@ximtrx:~$
devops status --client=$YOU
@maxc
UTC+3
@ru-sre
UTC+0
@zksre
UTC-5
> what we do
Three lifecycle phases. Each one is a standalone engagement or part of a retainer.
> who it's for
Testnet next quarter. Hiring an SRE who actually knows Cosmos SDK is a 4-month process, plus equity. We get your validators live in 3 regions in 5 days, with slashing alerts and a signed uptime SLA.
You raised, you bought GPUs, the bill is bleeding. Your ML team can train but doesn't want to babysit vLLM, OOMs and Triton at 3 AM. We run the inference layer (autoscaling, tracing, cost-per-token), so your researchers stop being on-call.
Proof generation is GPU-bound, deadline-bound, parallel. Dropped jobs = missed blocks. We build the farm, the queue, the retries, and per-circuit benchmarks on SP1 / RISC Zero / Boundless / Brevis.
The network pays for uptime, not excuses. 500 nodes across 10 regions by hand is a part-time job no one on your team signed up for. We onboard, monitor and rebalance the fleet, and reconcile rewards weekly. We work with Filecoin, Akash, io.net, Render, Gensyn.
> how we engage
01
Discovery
1 call. Scope, stack, regions, deadlines, SLA targets.
02
Plan
One-page deployment plan in 48h. Architecture, hardware sourcing, milestones, budget.
03
Deploy
Delivery via Terraform. Repo + IaC + monitoring + runbooks as one package.
04
Operate
Signed SLA. 24/7 on-call. Post-mortem after every Sev-1.
> what we run for ourselves
We run our own fleet: 132 nodes across 12 countries, 99.982% uptime over the last 90 days. This isn't the product. It's the training ground. Every dashboard, runbook and on-call rotation you'd get from us is battle-tested on infra we pay for ourselves.
> cases
slashing: 0 · downtime: 11 min/90d
cost/token: −60% · p95 latency: 380ms
uptime: 99.94% · reward tier: top-10%
top-5 operator · onboarding in 72h
> stack we operate
Web3:
Cosmos SDK
Geth
Reth
OP Stack
Arbitrum Orbit
Polygon CDK
EigenDA
Celestia
AI / LLM:
vLLM
Triton
TensorRT-LLM
NVIDIA H100 / A100
Ray
Kubeflow
ZK:
SP1
RISC Zero
Boundless
Brevis
Jolt
Halo2
DePIN:
Filecoin
Akash
Render
io.net
Gensyn
Platform:
Kubernetes
Terraform
Ansible
Prometheus
Grafana
Loki
OpenTelemetry
PagerDuty
> FAQ
No. We are a managed DevOps team. We deploy and operate infrastructure on the cloud or bare metal you own (or source on your behalf). You pay for the team, not the nodes.
A single L1/L2 validator: 5-10 business days end-to-end. GPU inference cluster across 3 regions: 10-14 days. Burst up to 100 nodes for an incentivized testnet: 72h.
A mix: tier-1 clouds (AWS / GCP / Azure / Hetzner / OVH / Latitude), bare-metal partners (Latitude.sh, OpenMetal), and regional providers in 12+ countries. We pick by latency, price and supply window.
Retainer + project work in cash. Tokens optional, case-by-case. Equity-only engagements: no.
You do. HSM/KMS workflow where keys never leave your control. We sign, we don't custody.
Tiered. Default: p95 first response 15 min for Sev-1, 1h for Sev-2. Higher tiers come with dedicated on-call.
Kubernetes-first, Terraform for IaC, Prometheus + Grafana + Loki for observability, PagerDuty for on-call. We adapt to the client's environment.
The one-page deployment plan has a fixed turnaround (48h). Price depends on scope: send a short brief, we respond within 24h. Beyond that: hourly or monthly.
Often yes, depends on region + GPU type. Send the spec, we'll quote the supply window within 24h.
NDA standard. In public cases, details are anonymized.