MARIUSZ RUSKI
SYS.EDGE
POP: WAW
RTT: --ms

Engineering production-ready AI interfaces.

I engineer scalable design systems, high-performance edge architectures, and autonomous workflows that turn complex models into production revenue.

Explore Case Studies ↓ View Retainer Models ($5k+)
TOTAL BLOCKING TIME 750ms → 10ms Qodeca Edge Architecture
AI MED-TRIAGE ~230ms @ Edge Badent.pl TypeSafe AI & SMS
EDGE SYNDICATION Onet.pl + WAF Sestry.eu High-Traffic Hub
DISCIPLINE Design Technologist Figma + Workers + TS + Lumos
[ 01 // HARD METRICS CASE STUDIES ]

Proven Engineering outcomes

Zero speculative redesigns. Every case study documented with real business stakes, system architecture diagrams, and quantified ROI.

01 // EDGE ARCHITECTURE & MEDIA AUTOMATION Sestry.eu

High-Traffic Edge Scaling: 95% Bandwidth Reduction, AI Audio & Multi-Channel Syndication

Scaling an international media platform reaching millions of readers. Solved escalating $450/mo Webflow bandwidth overages with an intelligent Cloudflare edge layer (cutting origin transfer by 95%), built automated real-time syndication for Onet.pl, integrated DeepL for UKR→PL/EN localization, automated Mailchimp newsletters, OneSignal WebPush, and ElevenLabs AI audio narration.

Cloudflare Workers Webflow CMS ElevenLabs AI DeepL API OneSignal Mailchimp Edge Cache API
Read Deep-Dive Architectural Teardown →
BANDWIDTH & TCO -95% Origin Egress ($450/mo → Min)
EDGE SYNDICATION Real-time Onet.pl XML Worker
AI AUDIO & I18N ElevenLabs TTS + DeepL API
02 // AI PRODUCT ENGINEERING & EDGE TELECOM BADENT Dental Clinic

Smart Med-Triage & Reputation Shield: Sub-Second AI Triage on Cloudflare Edge with SMS Gateway

Production deployment of a deterministic medical triage system at the edge for BADENT Clinic. Built an emergency triage component in Webflow Lumos paired with Cloudflare Workers and JEV System One (TypeSafe AI) delivering medical severity classification (P1-P4) in ~230 ms. Direct SMSAPI.pl telecom dispatch delivers emergency alerts to the on-call doctor in < 3s, while JEV Noul intercepts 100% of malicious bots (HTTP 403) with zero recurring backend hosting costs ($0/mo). Module B introduces Cloudflare D1 Edge SQL and Google Review Shield to protect Google Maps reputation.

Cloudflare Workers JEV System One (TypeSafe AI) Webflow Lumos Cloudflare D1 SMSAPI.pl TypeScript Edge Security
Read Deep-Dive Architectural Teardown →
AI TRIAGE LATENCY ~230ms (Edge Triage)
EMERGENCY SMS DISPATCH < 3s to Doctor (SMSAPI)
BOT & SPAM PROTECTION 100% Dropped (HTTP 403)
03 // EXTREME WEB PERFORMANCE Qodeca & The Bay Club

Decimating Total Blocking Time from 750ms to 10ms with Edge Offloading

Complete architectural overhaul of the agency platform using the Lumos framework. Deployed interaction-triggered script deferrals for GTM, bypassed Webflow asset bottlenecks via Cloudflare Workers + R2, and converted typography payloads by 65%.

Webflow Lumos Cloudflare Workers Cloudflare R2 TypeScript Vitest GSAP
Read Deep-Dive Architectural Teardown →
TOTAL BLOCKING TIME 750ms → 10ms
MOBILE PAGESPEED 41 → 71+
FONT PAYLOAD -65% (WOFF2)
04 // GOVTECH / PPP PLATFORM Confidential GovTech Venture [NDA]

From Low-Code Validation to Next.js 14, Supabase & FastAPI LLM Architecture

Architecting a multi-party concession and infrastructure governance platform for emerging markets. Successfully validated the initial MVP via Webflow/Airtable/R2, then engineered the high-scale custom platform with row-level security and automated AI contract analysis.

Next.js 14 TypeScript Supabase Cloudflare R2 Python FastAPI
Read Deep-Dive Architectural Teardown →
STAGE PoC Validated → Custom 2.0
DATA ARCHITECTURE PostgreSQL ACID + RLS
AI PIPELINE Python FastAPI + LLM
[ 02 // ENGAGEMENT ARCHITECTURE ]

Partnership & retainer Models

MINIMUM FLOOR: $5,000 / MO · STRATEGIC COMMITMENT
MODEL 01 // ONGOING PARTNER 1 SLOT AVAILABLE

Fractional AI Product Technologist

$5,000 / month (flexible monthly retainer)

Embedded senior engineering and design partner for venture-backed AI startups and high-tier agencies. Continuous delivery across your full product lifecycle.

  • ✓ AI interface architectures (streaming states, latency UX, prompt loops)
  • ✓ Edge computing & API orchestration (Cloudflare Workers, R2, Supabase)
  • ✓ Scalable design systems (Figma variables, Lumos CSS, custom frontend components)
  • ✓ Direct Slack/Discord access & asynchronous weekly sprints
Apply for Fractional Slot
MODEL 02 // RAPID ACCELERATION INTENSIVE EXECUTION

High-Velocity Architecture Sprint

$10,000 / 14-day dedicated sprint

A focused two-week sprint designed to validate, architect, and deploy a production-ready AI prototype, edge architecture overhaul, or complex interface.

  • ✓ Zero-to-One production MVP (Next.js/Astro + Supabase/Edge + LLM)
  • ✓ Extreme performance overhaul (Core Web Vitals TBT < 50ms)
  • ✓ Executive presentation & interactive prototype for investors/board
  • ✓ Full codebase handover with strict TypeScript, tests, and documentation
Book Sprint Discovery
ℹ Every call is pre-qualified. You will be asked about project scope, timeline, and budget confirmation.
[ 03 // DISCOVERY & BRIEF ]

Let's discuss your product

DIRECT ARCHITECTURAL REVIEW · RESPONSE WITHIN 1 BUSINESS DAY
🔒 Mutual NDA available prior to technical deep-dive. Direct engineering evaluation.
// ENGAGEMENT PRINCIPLES
01
Direct Partnership

You interface directly with the lead engineer and technologist. No account executives, junior offloading, or agency overhead.

02
Clear Scope & Measurable Impact

Every sprint and retainer model operates on concrete pull requests, verified performance metrics, and battle-tested codebases.

03
Immediate Code Handover

Full IP ownership from day one. Strict TypeScript types, end-to-end architecture schemas, and clean Git repository setups.

DIRECT INBOX CHANNEL

Prefer direct asynchronous email or need to transmit confidential RFPs under mutual NDA?

[email protected] ↗