From whiteboard to working architecture in one day. We design a multi-agent system for one of your real use cases — roles, coordination, memory, guardrails and all.
Everyone has seen the demo: an agent plans, calls tools, and solves a task end-to-end. And most teams have seen what happens next — the same agent in production loops on edge cases, burns tokens on tasks a cron job would do better, or confidently takes an action nobody wanted. The gap between demo and dependable is rarely the model. It's the architecture around it.
Well-designed agent systems answer questions the demo never asked: which decisions need an LLM and which need code, how agents hand off work without losing context, what happens when a tool call fails halfway through a multi-step task, and where the hard permission boundaries sit when an agent acts on real systems.
This sprint compresses that design work into one focused day, applied to one of your real use cases. Not a slide-deck architecture — a decision-by-decision design your team can defend in review and start building the following week.
We pressure-test your candidate use case: where agents genuinely add value, where deterministic code wins, and what the honest ROI picture looks like.
Decomposing the workflow into agents with crisp responsibilities — and deciding what stays a plain function. Fewer agents, sharper contracts.
Orchestrator vs. peer patterns, handoff design, shared state vs. message passing — and how to keep context from degrading across hops.
Designing tool interfaces agents can't misuse: idempotency, timeouts, partial-failure recovery, and retry semantics that don't cause double side-effects.
What the system must remember within a task, across tasks, and across users — connecting to memory architecture where the use case demands it.
Permission boundaries, human-in-the-loop gates, cost controls — then we consolidate every decision into the architecture document you take home.
No. Before every workshop we run a 30-minute briefing call and tailor examples, exercises and depth to your industry, your stack and your team's starting point. The agenda above is the frame — the content inside it is yours.
Pricing depends on group size, location and how much customisation your context needs. We'll give you a fixed quote after the briefing call — no surprises, no hidden day rates.
Both work. On-site tends to be stronger for group discussion and hands-on exercises; remote splits well into two half-sessions. We run workshops across Europe in English or German.
Then we start 30 minutes earlier: we bring a triage framework and shortlist candidates from your process landscape in the briefing call, so the sprint day still works on something real.
A free 30-minute get-to-know call — we look at your situation, confirm this is the right format and find out if it’s a fit. No pitch, no commitment.
Book a Free Call →Prefer to write it down first? Tell us about your team and what you're working on — we'll get back to you within 24 hours.