MindSwarm
Forward Deployed AI Engineering

Your AI pilot works. I make it ship.

88% of enterprise AI pilots never reach production — and the failure is the last mile, not the model. I embed as a Forward Deployed Engineer and build the bridges that get agentic AI into your real systems.

88%
of enterprise AI pilots never reach production. Budgets are approved, demos impress, production stays empty. AI breaks where the model meets reality — legacy systems, messy workflows, no monitoring, no owner. That last mile is an engineering problem. It is the problem I solve.
What I do

I build the bridges, not another platform

Capable AI is already on the market — Claude, Claude Code, off-the-shelf agents. What's missing is the wiring into your business. I embed with your team and own that wiring, one workflow at a time.

01

Find the workflow

Audit operations and pick the one high-friction, high-volume workflow where an agent pays for itself fastest.

02

Build the bridges

Wire market AI into your real stack — CRM, email, databases, internal APIs — through MCP bridges I have already built and battle-tested.

03

Make it ship

Evaluation, monitoring, rollback and named ownership — the controls that move a pilot into production. Then I hand it to your team.

See the full brief — the gap, the method, the engagement model →

Proof of work

MindSwarm is my proving ground

I don't advise on agentic systems — I built and run one. MindSwarm is a production multi-agent system I designed solo: the lab where I forged and battle-tested every bridge I bring to clients.

Solo
built & operated
13
autonomous agents
45+
reusable skills
15+
MCP bridges
24/7
self-healing
$0
infra cost
Engagement

Three ways to work together

Priced to a shipped outcome, not billable hours. Pick the format that fits the scope.

Fractional

Part-time, ongoing

A recurring slice of senior FDE capacity — advisory plus hands-on, every week.

Embedded

Full-time, fixed term

The 90-day pilot-to-production sprint — I embed with your team end to end.

Project

Fixed scope & price

One workflow, one defined outcome, one agreed price. No open-ended discovery.

See engagement formats in detail →

Also from me

I teach what I practise

Let's ship one workflow.

Pick your highest-friction workflow. In 30 days it runs in production — or we both learned something cheap.

Sergej — Forward Deployed AI Engineer · MindSwarm
Visaginas, Lithuania · [email protected]