Merkle Labs
The Infrastructure Layer
Behind the Chain.
We keep 50+ blockchain networks running — validators, RPC nodes, bridges, and oracles. We operate GPU clusters for ZK proofs and AI inference. You ship the protocol. We keep it online.
Validators don't run themselves.
We run them so you don't have to.
Your chain runs.
We make sure it never stops.
Validators. Monitoring. Upgrades. GPU compute. Containers. One team — zero gaps, zero excuses.
Node Operations
Validators, full nodes, RPC endpoints, oracles, bridges — running across 50+ chains. You focus on your protocol. We keep the nodes alive.
24/7 Monitoring & Alerting
Prometheus. Grafana. Custom dashboards. Discord and Slack alerts. We see the problem before your users do — and fix it before they notice.
Upgrades & Maintenance
Chain upgrade at block 14,200,000? We're ready hours early. Binary swaps, snapshot recoveries, database migrations — zero downtime, every time.
Kubernetes & Containers
Your nodes in pods. Automated scaling, rolling deployments, self-healing restarts. We migrate bare-metal setups to production Kubernetes — and keep them there.
GPU Compute & ZK Proving
Multi-node GPU fleets generating zero-knowledge proofs around the clock. Custom orchestration lets us switch workloads across GPUs in seconds, not hours.
AI Model Training & Inference
H800s running LLM inference. RTX 5090s fine-tuning models. We provide the GPU muscle — you bring the weights.
Architecture & Solutions Design
Need a full infrastructure audit? Scaling strategy? SLA-backed uptime guarantee? We design systems that grow with your protocol — not against it.
50+ Supported Networks
We operate infrastructure across the blockchain ecosystem's most critical networks.
RTX 5090s. H800s. A800s.
GPU clusters built for ZK and AI.
High-performance GPU clusters for zero-knowledge proofs, AI inference, and model training.
Multi-Node GPU Fleet Management
GPU clusters managed as unified fleets with custom orchestration tooling. Rapid workload switching, state management, and parallel deployment across nodes.
Zero-Knowledge Proof Generation
Dedicated GPU clusters for ZK prover networks. We manage the full lifecycle: workload scheduling, state persistence, and proof submission pipelines.
AI Model Serving & Training
Infrastructure for LLM inference, fine-tuning, and deterministic inference pipelines. High-VRAM datacenter GPUs for production AI workloads at scale.
Customized NodeOps Agents
Purpose-built automation agents tailored to your infrastructure needs. Not generic tooling — agents designed around your chains, your SLAs, and your workflows.
Auto-Remediation Agents
Agents that detect node failures, missed blocks, and resource exhaustion — then fix them autonomously before alerts even fire. Customized per chain and per validator.
Upgrade Orchestration
Chain upgrade agents that monitor governance proposals, pull new binaries, test compatibility, and execute rolling upgrades — all without human intervention.
Performance Tuning Agents
Continuous optimization agents that adjust peer counts, mempool configs, pruning strategies, and hardware allocation based on real-time chain telemetry.
24/7 Sentinel Agents
Always-on watchers monitoring slashing conditions, peer connectivity, block production, and consensus participation — with automated escalation paths tuned to your team.
Custom Dashboard Agents
Agents that aggregate metrics from every node you run into a single, custom-branded dashboard — built for your team's exact monitoring needs.
Tailored to Your Business
Every agent is scoped to your stack, your chains, and your SLA requirements. We don't ship generic bots — we build operators that think like your team.
Why Teams Choose Us
We don't sell dashboards. We get paged at 3am, fix the node, and close the ticket before you wake up.
Hands-On Operators
Not advisors. Not consultants. We SSH into the box, read the logs, and fix the problem. Every day, across 50+ chains.
Deep Protocol Expertise
We know why your Cosmos node needs a different pruning strategy than your Solana validator. Chain-specific knowledge — not generic playbooks.
Security-First
Encrypted keys. Isolated secrets. Memory-limited processes. We assume every node is a target — because it is.
Infrastructure-as-Code
Every deployment is a git commit. Every config is version-controlled. Nothing is manual. Nothing is a mystery.
Proven Track Record
Survived chain halts. Recovered corrupted databases at 4am. Migrated live validators into K8s without missing a block. We've seen it all.
Full-Stack Compute
Consensus layer to CUDA kernel. Blockchain nodes to AI inference. One team, full stack — no handoffs between "the blockchain team" and "the GPU team."
About Merkle Labs
We're infrastructure engineers who chose the hardest problems in crypto: keeping validators online, GPUs proving, and nodes synced — across every chain that matters.
We've recovered corrupted databases at 4am, migrated live validator fleets into Kubernetes without missing a single block, and built GPU orchestration tooling that switches ZK prover workloads in seconds.
We don't just deploy your infrastructure. We own it like it's ours.
Your infrastructure
deserves operators who care.
Managed validators, GPU compute, infrastructure audits — tell us what you need and we'll make it run.
Emad Siddiq — Founder