Paris, Geneva, Vienna

Built by students.
Powered by AI.|

We spotted problems. We built the fix. Independent studio crafting digital permanence through high-speed iteration.

Our Toolkit

Python Programming

Claude AI Assistant

HTML Markup

Make.com Automation

Docker Containers

CSS Styling

MiroFish Swarm Intelligence

C++ Programming

n8n Automation

Lovable AI App Builder

Git Bash Version Control

OpenClaw Agent Framework

Selected Works

LeSpot.

Cultural Discovery · Made Easy

🎭 Culture 🌙 Tonight 🎵 Music 🎨 Art 🍷 Food 🏛️ History

Discover Free Events →

FEATURED

LeSpot

AI APP · FULL-STACK

Free cultural event discovery for international students in Paris. 1,500+ curated events across all 20 arrondissements — surfaced by an AI layer that matches your mood, schedule, and interests in seconds. The frontend is a React + TypeScript app deployed on Vercel; the backend runs on Supabase (PostgreSQL with row-level security and real-time sync); Gemini AI handles semantic mood-to-event matching. Built in collaboration with Open Data University and Ministère de la Culture. Live beta.

React · TypeScript · Supabase · PostgreSQL · Gemini AI · Vercel View project →

Track.er

Reliability · Streaks · Wellness

82% Reliability

Completion

82%

Focus

70%

Precision

65%

PRODUCTIVITY · FULL-STACK

Student Life Tracker

Task management, academic scheduling, wellness tracking, and gamified streaks — backed by a 9-table Supabase schema with row-level security and a custom reliability scoring engine.

React · TypeScript · Supabase · Recharts · Vite

meetball

Match · Connect · Meet

Portugal Tech Week Email Automation Live Matching

847 emails · Make.com · Resend

AUTOMATION · EMAIL ENGINEERING

Meetball

One of our founders has designed and shipped the full email system for a Lisbon community startup — 2 HTML email templates, 2 Make.com pipelines (Webhooks → Router → Resend ×3 + Data store ×3), and an event organiser outreach campaign with QR code assets. Live for Portugal Tech Week.

Make.com · Resend · HTML Email · Webhooks · Data Store

Personal Research

What is Swarm Intelligence?

Instead of training a model on data, you simulate a society.

MiroFish builds a living digital world populated by AI agents — each with unique personality, memory, and biases. They post, debate, form factions, shift opinions. The prediction emerges from collective behaviour. Applicable to elections, sports, markets, and policy.

120Agents per simulation

30+Simulation rounds

#1GitHub Global Trending

AI AGENTS · SIMULATION · FORECASTING

MiroFish — Swarm Intelligence Engine

Deploy 120 AI agents into a digital world. Let them debate, form factions, shift opinions. Extract the prediction from their collective behaviour.

Python · Neo4j AuraDB · OpenRouter · NVIDIA Nemotron 120B · OASIS

Our members have set up and run research on different use cases for predictive agentic AI through MiroFish — these include electoral prediction and sporting events.

Latest research: Hungary 2026 election simulation →

Legacy Experiments

OpenClaw

Use Cases for Personal AI Agent Teams

01 Multi-agentic office infrastructure

02 Fully integrated outreach team

03 Idea testing and research frameworks

Python · AWS · REST API · Claude

AI AGENTS · INFRA OpenClaw Agents

OpenClaw is a personal AI agent framework for coordinating teams of specialised LLM agents around a shared goal. Each agent holds a distinct role and communicates through a structured REST API layer, enabling autonomous delegation and multi-step task execution without human intervention. The stack runs on Python and AWS Lambda, orchestrated via Anthropic's Claude API for reasoning and inter-agent messaging.

Python · AWS Lambda · REST API · Claude API

Applied to: multi-agentic office infrastructure · fully integrated outreach teams · idea testing & research frameworks.

“We don’t wait for permission
to build things.”
— THE SCALEFORM MANIFESTO

Our Story

Two Forward College & LSE students, united by a frustration with the gap between what AI can do and what most organisations are actually shipping.

Scaleform is our answer: a working studio where we build real products and design AI integration strategies — using LLMs not just as tools but as co-architects. From idea to live product in days, not months.

Every project on this site is shipped, live, and built by us. No mock-ups. No hypotheticals.

Matteo Mio

Co-founder, full-stack developer & AI integration strategist. Built LeSpot (in collaboration with Open Data University and Ministère de la Culture) and Student Life Tracker end-to-end. Shipped email automation infrastructure for Meetball. BA Economics & Politics at LSE — First Class Honours, first year. BabyVC Spring 2026 Fellow. AWS Prompt Engineering certified. Based in Geneva and Paris.

LinkedIn GitHub

Max Hengl

Co-founder & AI integration strategist. Focused on how AI systems create real business value — from automation architecture to go-to-market. Former marketing agency founder with hands-on experience in web development and client acquisition. Incoming AI Integration Consulting at Accenture. BA Politics & Economics at LSE. Based in Vienna & Paris.