FRIXOS ANDREOUFORWARD DEPLOYED ENGINEER

FORWARD DEPLOYED ENGINEER · COPENHAGEN

FrixosAndreou

Proof before promises

I embed with your team and deliver working software on your real data: demo-first, scoped honestly, handed off clean.

Start a conversation See the proof ↓
FIG. I

Work that ships

MEASURED, NOT CLAIMED

FLAGSHIP · SOLO-BUILT

Sentys

A sensor-agnostic predictive-maintenance platform: an ML perception pipeline plus Claude agents that report deviations in plain language. It trains on healthy operation only: no failure labels, no per-asset model engineering.

“My vibration sense has been increasingly surprised for the last 40 hours. Thermal and pressure feel normal.”

MQTT INGEST · FLEET LEARNING · ON-PREM (DOCKER) ·
VALIDATED ON NASA & DCASE PUBLIC BENCHMARKS

TEST RECORD · HEALTHY-ONLY TRAINING · ZERO FAILURE LABELS
DATASETRESULTSEPARATION
Turbofan · NASA C-MAPSS FD00130 UNSEEN ENGINES ρ = 0.762 · 100% engines positive AUC 0.996
Turbofan · FD002, 6 regimes78 UNSEEN ENGINES, THE HARD SUBSET ρ = 0.615 · 100% engines positive AUC 0.95
Bearing vibration · NASA IMSRUN-TO-FAILURE flagged 75 h and ~470 h before end of run AUC 1.0 / 0.96
Pump audio · MIMII / DCASE 20204 REAL PUMPS, FACTORY NOISE beats the purpose-built audio baseline on 2 of 4 machines AUC 0.687 vs 0.715

Honest status: research-grade pipeline, validated end-to-end on real hardware and public benchmarks. Not yet productized. The per-sense triage reproduced known bearing physics unsupervised: the spectral sense fired first, up to 19 days before broadband energy moved.

AT WORK · INTEGRATION TEAM

Integration-team chatbot

Built for the team I work in. Significantly reduced the time it takes to identify integration issues.

PERSONAL PROJECT · LIVE

Greek property evaluator

A live site that evaluates Greek property, built end-to-end as a personal project.

FIG. II

The crossing

RA 02h · DEC +23° · ARIES

ΦΡΙΞΟΣ · PHRIXUS

Old story, new sea.

A golden ram flew Phrixus out of a death sentence and across the sea. The story gives my work its shape: I get sent across, embed where the work is, and leave behind something worth keeping. The sea is the AI age now and every business has a crossing to make.

THE RAM BECAME ARIES · HORNS: TRUE GOLDEN RATIO SPIRALS, ×φ PER QUARTER TURN

SPECIMEN · THE FLEECE Macro study of golden fleece fibers catching warm light

THE MEASURE OF A HANDOVERWhat the ram left behind was worth a voyage of its own. That is the bar I hold a handover to. The image is an AI-generated study, the only thing on this page that is.

FIG. III

How I work

PROCEDURE · 5 OPERATIONS

Forward deployed means the work happens inside your context, not mine: your data, your workflow, your definition of done. The procedure is the same at any scale.

  1. OP. 01

    Intake, honestly

    I start by listening for how the work actually happens (the real workflow, not the org-chart version) and what solving the problem is worth before anything gets built.

  2. OP. 02

    Decline freely

    If I don't believe I can make a measurable difference to your business, I say so at the door. The projects I turn down are as load-bearing for trust as the ones I take.

  3. OP. 03

    Scope narrow, build deep

    The narrowest piece that runs end to end on your real data and proves the value. Not a platform, not a roadmap. A proof.

  4. OP. 04

    Demo-first, on real data

    We agree what “working” means as concrete test cases before I build. Then: build, demo, report the pass rate. Nothing stays unshown for a week.

  5. OP. 05

    Hand off clean

    Documentation, a walkthrough, and a follow-up check. The system becomes yours, not a dependency on me.

FIG. IV

Record

AS BUILT

EXPERIENCE

Coloplast

Integration Specialist: enterprise integration architecture and end-to-end data flow.

3+ yrs · current

Magasin du Nord

Integration Specialist.

2 yrs

Claude & LLM agents

Building agentic systems across personal projects, Sentys among them.

2+ yrs

EDUCATION

MSc IT & Cognition

NLP and computer-vision machine learning, from back when nobody called it AI.

MSC

BSc Computer System Engineering

Mixed hardware and software, comfortable the whole way down the stack.

BSC
GENERAL ARRANGEMENT

Generalist by design: AI solutions, integration architecture, end-to-end data flow. Easy to talk to, and I present well: to engineers and to the people who sign.

FIG. V

Contact

RESPONDS, GENUINELY
Portrait of Frixos Andreou

F. ANDREOU55.676° N · CPH

Bring me a problem that costs you something.

A slow workflow, a data stream nobody reads, an AI idea that needs an honest feasibility answer. I'll tell you plainly whether I can help, and show you working proof if I can.

hello@frixosandreou.com sentys.ai ↗

COPENHAGEN-BASED · WORKS REMOTE ACROSS EUROPE