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Rescue · Build · Deliver

AI Workflow & App Rescue for Founders, Builders and Small Teams

I help you rescue prototypes, heal half-working AI-built apps, implement tools and product logic that scale, and validate ideas fast, with practical product thinking and dependable delivery.

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A sunlit desk beside a window, with a laptop showing a workflow canvas of connected nodes

Trusted by founders and teams building the future.

  • Workiva
  • Lattice
  • Coinbase
  • Zapier
  • Cursor

The Problem

When your prototype works,
but only barely.

You ask AI for help and the prototype looks good.

The moment real users touch it, bugs appear.

You hand it over to devs and costs start rising.

Your workflow depends on manual work, fragile prompts and tools.

Your idea deserves real product grade execution, not a rushed implementation.

Result: Excitement → Friction → Delay.

The Solution

Three ways to get unstuck.

A lone figure on a ridge at twilight

AI Workflow / App Rescue Sprint

A focused review and rescue plan for AI-built apps that are buggy, slow or stuck in prototype mode.

  • Product and workflow review
  • Issue map
  • Priority fixes
  • MVP readiness assessment
  • Implementation roadmap
  • Optional hands-on fixes
Rescue my app
A dark product dashboard interface

MVP & Client Portal Build

Launch a simple, clean MVP or client portal that works, built around your users and business.

  • Scope definition
  • UI and UX structure
  • Working MVP
  • Admin or client-facing flow
  • Deployment-ready version
Build my MVP
Headphones resting on a dark desk

Product & Delivery Support

Fractional product support so you do not have to carry everything yourself.

  • Backlog cleanup
  • Roadmap
  • Requirements
  • Stakeholder communication
  • Release planning
I am exploring

How it works

Clear scope first. Then useful delivery.

Diagnose

Understand the app, tools, workflow and business goals.

Simplify

Cut noise, define what actually matters.

Plan

Create a realistic path forward.

Build or fix

Implement the plan with clean, versioned code.

Prepare for handover

Document well, test, and make it easy to scale.

Work

Selected Work & Experiments

Real products, fixed apps and AI-powered systems, built to solve real problems.

AI orchestration platform

ViriCrew

Agents claim tasks, budgets cap spend, and a four-tier memory learns from every session.

AIOrchestrationNodeMCP
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Voice and AI workflow

ViriVox

Prototype to packaged release, with installer, licensing and CI delivery.

Voice.NET
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Knowledge vault and editor

Vertex

A plain-files vault both humans and AI agents can read.

EditorVite
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App rescue auditor

RescueMode

Produces the issue map and fix plan behind the Rescue Sprint.

AuditNext.js
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MVP scope planner

ScopeFreeze

Freezes the v1 scope so it actually ships.

ScopePRD
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Client portal and status

PortalPulse

Clients see progress without having to ask for it.

PortalStatus
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Coaching platform

KettleCoach

Programs, progress tracking and athlete-facing flows.

CoachingTracking
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Electronics and home automation

Hardware roots

Viribus started by wiring real buildings. The house-and-plug in the logo is earned.

ESP32Grenton
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Built different

Built by an operator,
not an agency.

I am Przemek, a product delivery manager, product owner and technical builder based in Poland. I combine product thinking, delivery discipline and hands-on AI-assisted building.

My strength is turning unclear, messy or stuck software ideas into something structured, useful and ready for the next step.

  • 10+ years in IT and product delivery
  • PM / PO / SDM and fixer background
  • Electronics engineering background
  • Fintech, integrations and production systems
  • Hands-on AI-assisted software building
A late-night multi-monitor workspace lit by screen glow

Got a messy app,
workflow or product idea?

Send me what you are working on. I will help you understand what is worth fixing, what is possible to build, and what the fastest useful solution looks like.

Book a Free Rescue Call

Contact

Tell me what you are working with.

Send a short overview of the issue, tool stack and goals. I will reply with thoughts and next steps.

Prefer email? hello@viribus.net.pl

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