AMAnthony Malkowski
AI Implementation & Efficiency

Anthony
Malkowski

I build systems that think. My focus is the practical implementation of AI — turning models and messy workflows into tools that are fast, reliable and genuinely useful. I care about efficiency: shaving friction out of every process until the work feels effortless.

Explore my journey →Get in touch
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// about

Curious by default, efficient by design.

I spend my time at the intersection of intelligence and execution — figuring out how to take the latest in AI and actually ship it. Whether it's automating the dull parts of a workflow or designing a system that scales cleanly, the goal is always the same: more signal, less friction.

What you'll find below is the path that got me here — hover any moment to see the detail.

// the journey

A timeline of becoming

Scroll down — the timeline travels right.

2017 — 2019
Watford Grammar School for Boys
GCSEs

Where it started. Strong across STEM and the first place I really fell for building things with code — turning logic into something that runs.

MathsComputer SciencePhysics
Predicted strong 8–9 grades
2019 — 2021
Sixth Form — A-Levels
Watford Grammar School for Boys

Maths, Further Maths, Computer Science & Physics. Leaned hard into algorithms and started thinking about how machines could do the boring work for me.

Further MathsAlgorithmsProblem Solving
Predicted A*A*A*A*
2021
First AI Experiments
Self-directed

Built my first automation scripts and small ML experiments — scraping, sorting, and removing the repetitive parts of my own workflow.

PythonAutomationAPIs
2022 — 2025
BSc Computer Science
University (placeholder)

Deepened the foundations: data structures, distributed systems and machine learning — with a constant eye on what actually ships versus what stays theory.

Machine LearningData StructuresSystems
2024
AI Implementation Intern
Company (placeholder)

Shipped internal tooling that wired LLMs into real, messy workflows — and learned that the hard part is never the model, it’s the integration.

LLMsPrototypingIntegration
Cut a manual process by ~60%
See on LinkedIn
2025 — now
Building Efficiency Systems
Independent

Designing AI systems focused on speed, reliability and measurable impact. Less hype, more throughput.

Systems DesignEvalsEfficiency
Currently building
Keep scrolling — the timeline travels right →
// what i do

Where I focus my energy

AI

AI Implementation

Taking models off the shelf and making them work in production — grounded, reliable and integrated where they matter.

Workflow Automation

Hunting down repetitive work and replacing it with something that runs itself. The best task is the one you never do again.

Systems Efficiency

Designing for throughput and clarity — clean pipelines, measurable gains and fewer moving parts.

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Rapid Prototyping

From idea to working thing, fast. Validate early, learn faster, and only polish what survives contact with reality.

// off the clock

Worlds I get lost in

The games on heavy rotation, set adrift on the lake. Click a game and the surface zooms in on it — click again to zoom back out.

Beaver city-builder

Timberborn

Racing sim

F1 25

Cars · soccer

Rocket League

Poker roguelike

Balatro

Rocket sandbox

Kerbal Space Program

Strategy

Clash of Clans

Sandbox

Minecraft

Tap a game to zoom in — tap again to zoom back out

// let's talk

Let's build something efficient.

Got a workflow that should be faster, or an idea that needs AI to make it real? I'd love to hear about it.

in LinkedInanthonymalkowski1@gmail.com
© 2026 Anthony MalkowskiBuilt in the space between AI & execution