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AI & Automation

AI-native workflows that turn one engineer into a whole team.

Overview

What we deliver.

We build agentic systems that don't just answer prompts. They plan, execute, and ship. From LLM integration to fully autonomous agent loops, we make AI a force multiplier inside your product and your engineering org.

Agentic workflow design

Autonomous agent loops that run from planning through deployment, for team-scale output from a lean team.

LLM integration

Production-grade LLM features wired into your app with the latest models, guardrails, and evaluation.

MCP & custom tooling

Model Context Protocol servers and tools that give AI safe, powerful access to your systems.

By the numbers

Proof, not promises.

24/7Autonomous agent loops
100K+Transactions automated
10xEngineering leverage
1Engineer, team output

Track record

Shipped, in production.

Real systems we've delivered for real teams.

  • Umbra Pay: A production fintech platform operated via AI-native agent loops running planning through deployment, one engineer at team-scale output.
  • Agentic delivery: Designed agentic workflows and LLM integrations (Claude Code, MCP) that compress the build-test-ship cycle dramatically.
  • Healthnote: Hardened business logic with Zod-based domain modeling, the kind of rigor that makes AI automation safe to trust.

Tech we bring

  • LLM Integration
  • Agentic Workflows
  • Claude / MCP
  • TypeScript
  • Python
  • NestJS
  • AWS
  • Vector Search

Ready to go AI-native? Let's automate it.

Tell us where the busywork is and we'll put autonomous agents on it.

Start a project