Autonomous systems for teams that ship at scale.
Waguri Labs designs and operates production AI agents, blockchain automation and high-volume data infrastructure. We take work that is repetitive, fragile or rate-limited, and turn it into monitored pipelines that run unattended.
What we do
Three practices, one delivery model: scoped engagement, running system, documented handover.
AI agent engineering
Autonomous agents that call tools, read APIs and complete multi-step work with human checkpoints where they matter.
- LLM orchestration & tool calling
- Browser and API automation
- Evaluation, guardrails & replay
Blockchain automation
Reliable on-chain operations across DeFi, NFT and treasury workflows, built for correctness before speed.
- Multi-chain execution & bridging
- Smart contract integration
- Private submission & risk controls
Web data infrastructure
Collection at volume: rotating networks, resilient scheduling, deduplication and delivery into your own storage.
- Large-scale collection pipelines
- Proxy & egress management
- Monitoring, retries & cost control
How we work
Small senior team, direct communication, no account-manager layer. Every engagement ships with runbooks so your team can operate it without us.
Scope
We map the workflow, define success metrics and agree on the boundary before writing code.
Build & harden
Delivered in short cycles with logging, retries and rate-limit handling treated as first-class.
Operate
Handover with runbooks and dashboards, or we run it for you under a support agreement.
About Waguri Labs
We are an independent engineering studio working with founders and product teams on systems that have to keep running: agents, on-chain operations and data platforms. Our background spans protocol integrations, automation for trading and operations, and infrastructure for teams handling sustained high-volume workloads.
We work remotely and asynchronously, with overlap scheduled around your timezone. Engagements are typically fixed-scope with a defined deliverable, or ongoing operational support for systems we have built.
Production, not demos
Every build ships with monitoring, failure handling and documentation.
Fixed scope or retainer
Clear deliverables, weekly written updates, no surprise invoices.
Python · TypeScript · EVM
Plus the infrastructure around them: schedulers, queues, storage and observability.
Taking new work
Short discovery call, then a written proposal within two business days.
Tell us what you need running.
Send the workflow, the volume and the constraint. We reply within one business day.