◆ SERVICE

AI agent development services

LLM agents that do real work — not loops that hallucinate tool calls. We build agents with bounded autonomy, deterministic fallbacks, and full audit trails.

Start a project → All services

◆ WHY MIR

Why teams pick us

Senior-only team

Every engineer ships production code. No staffing-pyramid markup, no junior-tax. 9+ years building outsourced product teams for venture-funded clients.

Live products, not slides

JobCannon (B2C SaaS, live), Make It Real Academy, MIR Foundation. We use what we ship and we ship what we sell.

Founders who exited

Peter Kolomiets — Marketers (Ukraine 2017–2021), previous outsourcing exit (2023), now building Make It Real. We engineer like operators because we are operators.

◆ STACK

What we build with

Claude / GPT tool use Vercel AI SDK LangGraph (when needed) Inngest / Temporal for durable steps OpenTelemetry for tracing

◆ PROCESS

How we ship

Map the workflow first — agent only when a deterministic flow can't.
Bound the tool space; never give the agent more than it needs.
Add eval harness for each tool call + end-to-end task success.
Ship with cost ceilings, kill-switches, and human review paths.

◆ REFERENCES

Recent work

JobCannon — production AI/SaaS career platform: 1500+ skills, 2500+ careers, multi-locale, payment-grade Stripe integration. Built end-to-end with the same Agent development stack we'd put on your project.

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◆ START A PROJECT

Tell us what you're building

We respond within 24 hours. NDA available on request.