Things I built
THE WORK
The pattern isn't the titles. It's the compression.
Projects
Therox
Founder · 2026 – present
AI form tracker that counts reps and checks form live through the phone camera, entirely on device, so the video never leaves the phone. A vault for the coaches' videos you actually learn from, and crew challenges that keep you honest. Pre-launch, early access open.
Founder · Security, Infrastructure, Product Strategy · 2026 – present
Food waste SaaS for restaurant operators. Three names, two pivots, twelve customer interviews before serious product code. Live, security-hardened, inbound interest.
Creator, Engineer · 2026 – present
Cherry blossom crowdsourcing PWA. Anonymous users drop geolocated pins to track blooming status globally. Community verification, automatic decay logic, zero-authentication by design.
Creator, Engineer, Learner · 2026 – present
Personal publishing platform built from scratch to share field notes, projects, and things I can't stop thinking about. Designed and shipped in a week with Claude Code, then hardened over time with everything I've learned from production incident response and infrastructure work. Open to critique. Reach out if something breaks or could be better.
Ricoh AI Proof-of-Concepts
AI/ML Automation Engineer · 2024 – present
5+ Agentic AI proof-of-concepts and workflows shipped in six months. ITSM, CSM, and FSM domains. 20+ discrete project milestones along with recognition from senior leadership. Leading and Engineering critical AI demos for stakeholders, closely collaborating with them to address their requirements and expectations.
Experience
Founder
· Therox2026 – present
- –Building an AI form tracker that counts reps and checks form live through the phone camera, entirely on device: the video never leaves the phone.
- –Checks depth, lockout, body line and tempo across eight movement families, with voice cues called out mid-set.
- –Pairs the tracker with a vault that sorts saved coaching videos from YouTube, Instagram and TikTok by lift, plus crew challenges with a shared leaderboard.
- –Free to start with a Pro tier, no ads and no data sold. Pre-launch, with the early access waitlist open.
Founder
· VivaShelf2026 – present
- –Building restaurant inventory and expiry tracking that cuts food waste: first-expired-first-out batch rotation across every location, with alerts before stock expires.
- –Offline mode for walk-in coolers and basements: changes save on the device and sync later, asking instead of guessing when stock changed elsewhere.
- –Inspection-ready records: every batch traced from supplier to shelf, with an audit trail and exportable waste reports.
- –Own security, infrastructure and product strategy. Three names, two pivots and twelve customer interviews before serious product code; now live with a free tier and focused on customer acquisition.
AI/ML Automation Engineer
· Ricoh Europe2025 – present
- –Delivered over five AI proof-of-concepts across ITSM, CSM, and FSM in the first six months.
- –Working on ML project development, including data processing, model design, and development.
- –Training peers and established workflow standards for a newly formed team.
- –Performing Gap Analysis, leading ServiceNow Agentic AI demos, closely collaborating with stakeholders, addressing their requirements and expectations.
- –Earned senior leadership recognition before end of probation.
Technical IT Support
· Ricoh Europe2021 – 2025
- –P1/P2 incident response and threat mitigation.
- –Hands-on with Trend Micro EDR and SentinelOne.
- –Completed MSc Data Science simultaneously.
Customer Service Specialist
· Sitel Polska2019 – 2020
- –Worked on high stress Call Centre for LYFT users.
- –Learnt to de-escalate and empathise with frustrated customers.
- –Learnt Crisis Handling and Time Management skills.
Current stack
I pick up tools for the job and drop them when there's a better one. These are what I'm currently reaching for.