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MULTI-AGENT DEVELOPMENT

This isn't vibe coding

It's a carefully built orchestration of AI agents that can autonomously build your software — from analysis to deployment.

Custom development at a fraction of the usual cost. No six-figure invoices from agencies. No undetected security holes. You tell me what you need — I make sure it works.

MY APPROACH

Vibe coding sounds nice — you sit down with an AI, type something in, something comes out. The problem is that it still takes a lot of human time before you actually finish the job. And when the person at the keyboard doesn't know the rules a seasoned developer knows, the result often runs fine but ships with security holes nobody notices. These days that can cost you dearly.

I do it differently. I've built a carefully designed orchestration of specialized AI agents, each with a defined role — one analyzes, one designs the architecture, one writes the code, one tests, one watches for security issues. The whole process runs fully autonomously. I oversee it and stand behind the result.

PROCESS

Five steps from brief to finished software

01RequirementsWe discuss what you need02Agent analysisAgents analyze the brief03ApprovalOptional — you review the output04Build & testAgents build and verify05HandoverSoftware or deployment

Turnaround time depends on my current workload and naturally on the scope of the software. But once we nail down the brief, the development itself takes a matter of days while I orchestrate the agents. The agents work autonomously, but I supervise quality and output — I run the application locally and test it manually too.

TIMELINE

How long does delivery take?

From first contact to finished software in your hands.

Depends on my current capacity — availability is limited and timelines are agreed upfront. Ask about current availability in your first message.

~ 1 week
Simple software
Clearly defined logic, limited feature scope
~ 4 weeks
Complex software
Large system, multiple integrations, complex domain logic
COMMUNICATION

I prefer written communication

There's a simple reason. The brief goes directly into context for the AI agents and writing eliminates the communication noise that inevitably arises when explaining features over the phone. Calls are great for initial alignment or key decisions — but I never write application specs from notes after a phone call.

QUALITY

Not just "something that runs"

What you get is production software built by the rules that professional developers have followed for years. No quick hacks, no shortcuts.

Clean code and design patterns

Clean Architecture, CQRS, Domain Driven Design... — proven approaches, clear interfaces between layers. A change in one layer won't break the rest.

Robust foundation from the first commit

Dependency injection, input validation, structured logging, error handling, configuration management — nothing is bolted on later.

Production monitoring and audit

OpenTelemetry, Grafana, Loki, Prometheus — you see what the application does, when, and why. A complete audit log comes as standard.

Ready to extend

Adding a new feature means writing it, not rewriting half the system. If another developer takes the app over, they'll inherit it in a clean, easily extensible state.

SECURITY

Security isn't an optional extra

Vibe coding often ends with a system that runs fine but has security holes the author isn't even aware of. That's why in my orchestration the security agent is its own role — it audits the output of other agents, hunts for common vulnerabilities (SQL injection, XSS, auth bypass, IDOR, leaky validation, misconfigured CORS / CSRF / cookies) and checks that the system follows basic security hygiene.

For applications that may be targets of attack — typically payments, sensitive data, authentication — I additionally deploy a local uncensored model for penetration testing. This is an agent that views the system as an attacker rather than a developer, hunting for edge cases that another agent or even a professional tester might miss.

LET'S BE STRAIGHT

You can build a simple website in Wix

Let's be straight — if you need a simple website for a small business, don't spend your money on me. You can put one together in Wix or similar tools over a weekend and you'll come out way ahead. I focus on small to medium-sized systems — applications with their own logic, databases, integrations, and users. That's where my approach beats classical development by an order of magnitude.

We use it on ourselves

I use the same orchestration to build systems for clients and to develop AI agents on our own platform Agentoverse, which we're currently building.

PROOF, NOT PROMISES

See it first, decide after

If you want to see what the result looks like in practice — before you commit — just ask. Based on your brief, I'll put together a free video walkthrough of a working demo build. No slide decks, no vague promises — actual software, actual features.

PRICE

Individual, fair, often a tenth of classical development costs

I don't have fixed pricing — every system is different and the price depends on scope, complexity, and most of all the time I have to invest. My time is the expensive part — I charge 2,500 CZK per hour.

On top of that come the costs for AI agent tokens. This isn't a place to cut corners — I use the smartest available models, because the quality of the output depends directly on them. On average, token costs per project come out to around 10,000 CZK.

In practice this means that if you know exactly what you want and can describe it in detail, a medium-sized system can come in at just tens of thousands of crowns — roughly a tenth of what classical agency development would cost. The better the brief, the lower the final price.

Classical agency development

400,000 — 3,000,000 CZK

My approach

50,000 — 300,000 CZK

Indicative range for a medium-sized system, depends on the detail of the brief.

Leoš Drda
WHO I AM

Leoš Drda

I've been around IT since I was a kid. I've been developing software professionally since 2015, and over that time I've worked on a number of projects — small ones and large ones. I specialize mainly in greenfield development, building systems from scratch, where I can oversee quality from the very first line of code.

I've been lucky to work on projects alongside top people in the field, and I know what good software looks like. I build everything using the most modern technologies, with an emphasis on long-term support and security.

Most common tech stack

BACKEND
.NET 10Clean ArchitectureDomain Driven DesignEntity Framework CoreRabbitMQRedisOpenTelemetryxUnitTestContainers
FRONTEND
Next.js (SSR)ReactTypeScriptVitestPlaywright
DATABASE
PostgreSQLMicrosoft SQL Server
CONTAINERS
DockerKubernetes
CI/CD & MONITORING
GitHub ActionsHelm chartGrafana AlloyTempoLokiPrometheus
Find me on LinkedIn →
Q&A

Questions?

A rough idea of what you want to build is enough. The more detailed your brief, the lower the final price — agents work more precisely with fewer iterations. We always work from written specifications, since they can go directly into the AI agent context.

A written spec goes directly into the AI agent context — the output is more precise, without the noise of reformulating a phone call. You also keep it as a reference throughout the project. Calls are reserved for the initial intro or key decisions.

Security is a dedicated role in the orchestration — a security agent reviews the output of other agents and hunts for common vulnerabilities (SQL injection, XSS, auth bypass, IDOR, CSRF, and others). For applications that may be attack targets, I additionally deploy a local uncensored model for penetration testing.

Yes. Based on your brief I'll create a free video walkthrough of a working demo build — no commitment, no payment upfront. Just describe what you want to build.

Small to medium-sized systems with their own logic — applications with a database, users, integrations, and an API. If you need a simple brochure site or business card page, I'd honestly recommend Wix or a similar tool — my rates simply wouldn't be justified for something that simple.

Yes, always. The finished software is yours — I hand over the repository, documentation, and deployment instructions. Your in-house team or another developer can maintain it going forward.

Yes — any maintenance or changes after delivery are billed at my standard hourly rate.

Delivering a working application that matches the agreed specification is my responsibility. Because all communication happens in writing, there's always a clear record of what was discussed and agreed — which is one of the main reasons I prefer text over calls. If something doesn't align with the spec, I fix it.

Yes, absolutely — but it's far better to include everything in the initial specification. Each additional feature requires me to invest time preparing the right context for the AI agents, which is billed at my hourly rate. A thorough brief upfront is always cheaper than adding features piecemeal after delivery.

Both are possible. Code handover is simpler and faster. Full deployment involves additional time billed at my hourly rate — I'm currently building AI-powered deployment automation that will streamline this process further.

Mobile app development is planned — I expect to support it fully from August 2026.

Source code rarely contains data sensitive enough to be a real concern, and using models via API key means your data is not used to train those models. That said, if you don't trust that claim or your project is under NDA with sensitive domain logic, I also offer fully local development — connecting the agents to a local LLM running on dedicated hardware. In that case, you should expect a longer delivery timeline.

The agents operate under strict quality rules. If the testing agent isn't satisfied with a given feature, the cycle repeats — the implementation is continuously revised and improved until it passes. Only around 10% of iterations are accepted by the tester on the first pass. This feedback loop is what fundamentally sets the quality bar apart from other software development tools.

CONTACT

Let's talk

Send me a message through the form, or find me on LinkedIn. I respond within a few hours.

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