◆ AGENT DEVELOPMENT × AI / ML STARTUPS

Agent development development for AI/ML startups

LLM agents that do real work — not loops that hallucinate tool calls. We build agents with bounded autonomy, deterministic fallbacks, and full audit trails. Tuned for ai / ml startups — From the eval harness up. We help AI startups ship past the demo and into production — with cost ceilings, observability, and a real moat.

◆ WHY MIR

Why teams pick us

AI / ML startups-grade engineering

From the eval harness up. We help AI startups ship past the demo and into production — with cost ceilings, observability, and a real moat.

Agent development where it counts

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

Senior team, no pyramid

9+ years building outsourced product teams. Every engineer is a senior shipping production code — not a 5-person team with one architect on top.

◆ AI / ML STARTUPS PAIN POINTS WE SOLVE

Where Agent development meets ai / ml startups

Evals that catch regressions before users do

We've shipped this in production. We design for it from day one — not as a retrofit.

Cost ceilings on LLM calls

We've shipped this in production. We design for it from day one — not as a retrofit.

RAG pipelines that survive real document corpora

We've shipped this in production. We design for it from day one — not as a retrofit.

Production observability for non-deterministic systems

We've shipped this in production. We design for it from day one — not as a retrofit.

◆ 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

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

Tell us what you're building

We respond within 24 hours. NDA available on request.