Building Production-Grade Agent Systems

Artena Tech builds autonomous agent systems with robust harnesses for production environments. We design complete agent architectures — from context engineering and tool orchestration to MCP integrations and human-in-the-loop approvals. Our systems handle complex workflows through sandboxed execution, streaming outputs, and comprehensive observability. We deliver agents that actually work: reliable, observable, and ready to scale.

Brief About Us

We Build Agents That Work


Artena Tech specializes in production agent systems — not chatbot demos. We architect complete harnesses that connect models to real tools, enforce guardrails, and provide full observability. Our stack includes context engineering pipelines, MCP server integrations, eval frameworks, and sandboxed execution environments. From background agents to computer-use workflows, we build systems that handle real business logic with the reliability your operations demand.

  • Agent Architecture & Harness Design
  • MCP Server & Tool Integrations
  • Evals, Traces & Observability
  • Human-in-the-Loop Workflows
How We Work

Agent Development Process


Operating across Armenia and the UAE, we engineer production-grade agent systems for both fast-moving startups and large-scale enterprises. At Artena Technologies, we provide end-to-end harness development, context engineering, and tool orchestration services tailored precisely to your operational requirements.

System Architecture

We map your workflows to agent capabilities: which tools, what context, which guardrails. We design the harness structure before writing code.

Tool Integration

We build or integrate MCP servers, connect to your APIs, databases, and third-party services. Every tool gets a defined interface and error handling.

Context Engineering

We design how information flows to the model: system prompts, dynamic context injection, memory structures, and retrieval pipelines.

Agent Development

We implement the core agent loop with streaming, tool calling, error recovery, and cost tracking. Sandbox execution for safety.

 Evals & Testing

We build eval suites to measure agent performance on real tasks. We test edge cases, failure modes, and guardrail effectiveness.

Deployment

We deploy with full observability: traces, metrics, cost tracking, and human-in-the-loop approval flows for sensitive actions.

Monitoring & Iteration

We track agent performance in production, identify failure patterns, and continuously improve through eval-driven iterations.

Engagement Models

For well-defined agent builds we fix scope, cost, and timeline upfront. For evolving systems we run eval-driven iterations — you always see what improved and why.

Meet the team

The Team Behind Your Agents


Let’s Build Agents That Actually Ship Autonomous systems are in our DNA. We don’t just wire up LLM calls — we engineer complete harnesses that run in production. Choosing us means choosing reliability over demos.

Ivar Jacobson

Agent Engineer

Erick Smith

Agent Engineer, Integrations

Alisa Svensson

Product Designer, Agent UX

Valery Taylor

Delivery Manager

Testimonials

What Clients Say


“ArteNa built our customer support agent with a complete harness — tool integrations, guardrails, and human approval flows. The agent handles 78% of tickets autonomously with full trace logging. When it escalates, we see exactly why. That observability was the difference between a demo and a production system.”

John Albert

Operations Director

“We needed a research agent that could pull data from 12 different sources, synthesize findings, and draft reports. Artena built the MCP servers for each integration, designed the context pipeline, and set up evals to measure output quality. The agent runs daily, processes 300+ sources per run, and has reduced our research cycle from 3 days to 4 hours. The eval framework lets us catch regressions before they hit production.”

Yan Voyachek

Product Manager

“ArteNa approaches agent development like engineers, not marketers. They built our sales agent with full traces so we could debug every decision. When we needed to add guardrails for compliance, they redesigned the context engineering without breaking the core loop. Three iterations in, our pass rate went from 64% to 91% because they measure everything and iterate based on evals, not vibes.”

Michal Stoyan

Head of Product

Ready to start?

Contact


Ready to put agents to work for your business?

Let’s discuss your next agent build

Give us a call or drop by anytime, we endeavour to answer all inquiries within 24 hours on business days.


Our Location

102/A Northern Avenue, Yerevan

Our Email

info@artenatech.com

give us a call

+374-9442-616