entro314.labs
Developer Tools & Neurodivergent-Friendly Tech

entro314.labs

Building AI tools for developers and neurodivergent minds

From AI assistants that understand your codebase to energy-adaptive interfaces that work with different minds. We build production systems with real users and research prototypes exploring what's possible.

AI assistants that understand your codebase. Interfaces that adapt to different minds. Real tools for real developers.

entro314@labs:~$
Public

Graduaded and Shipped Solutions

Projects and Products that are ready for GA

FairRent ML

AI-powered rental price prediction with 99.89% accuracy. Currently saving €35/month on Azure costs.

AI Changelog Generator

AI-powered changelog generation that analyzes actual code changes. Supports 10+ AI providers including OpenAI, Claude, and Google.

Cascade Backup

Smart backup tool for developers. Currently in beta testing with 47 Windsurf users.

How We Work

Our stacks, our focus, our timeframes and approach.

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Exploring cutting-edge AI capabilities through rapid prototyping
AI Research Focus
Working on solutions that matter worldwide
Global Impact
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Technologies we work with daily
Tech Stack
ReactTypeScriptNext.jsPython
Machine LearningNode.jsPostgreSQLAI Research
From rapid prototypes to production systems
Weekend Experiments
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Building in public and sharing knowledge
Open Source Contributions
Ready to collaborate?
Get in touch
Production Systems & Research

What We're Building

Tools that developers actually use. ML systems with measurable accuracy, CLI tools solving daily friction, and interfaces that work with neurodivergent minds. Production code, not just prototypes.

Production Systems

Live ML systems and SaaS platforms with real users, revenue, and impact metrics.

All Systems Operational

FairRent ML

Shipped

ML system using 30+ EU economic indicators for rental pricing fairness

99.89% accuracy
€35/month hosting
50-100 queries/week

CapStack

Shipped

Full-stack fundraising platform - battle-tested with actual money

€1M Series A
Next.js 15 + Supabase
Real fundraising

AI Changelog Generator

Graduated

Analyzes git commits and generates changelogs with AI

NPM published
10+ AI providers
CLI + MCP server

Developer Tools

Open source tools and frameworks adopted by individual developers and Fortune 500 teams.

Open Source Tools

VDK Ecosystem

AI Assistant Configuration
Shipped

CLI + Hub + 76+ Blueprints - make AI assistants project-aware

Windsurf Exporter

Windsurf Utility
Working

Backup and search Windsurf conversations via Chrome DevTools Protocol

MyRoomie

AI-Powered Platform
In Progress

Roommate compatibility matching with real-time messaging

Mountain Path

Research Project
In Progress

Neurodivergent-friendly project management with energy-based workflows

Live Products

Production systems serving real users with measurable impact

Developer Adoption

CLI tools and frameworks used by individual developers to Fortune 500

Research Impact

Publications and prototypes exploring human-AI interaction

Rapid Iteration

From idea to production deployment in weeks, not months

99.89% Accuracy

FairRent ML model accuracy with real economic data integration

Graduated Project

AI Changelog Generator published as NPM package with 10+ AI provider support

Production Ready

Live systems serving real users with €35/month operating costs

Open Source

VDK Framework adopted by Fortune 500 teams

Research Impact

Mountain Path Framework exploring neurodivergent-friendly workflows

Community Driven

Tools built based on real developer feedback and pain points
Developer Tools & Neurodivergent-Friendly Tech

Our Projects

Developer tools that solve daily friction. AI assistants that understand your project context, interfaces that adapt to different cognitive styles, and systems designed for human diversity.

Production Systems

ML models with 99.89% accuracy, fundraising platforms handling real money, and CLI tools developers actually use.

AI Applications in Production

Real systems, real impact

FairRent ML System

Rental pricing fairness using 30+ European economic indicators

Tech:
PythonRandom ForestFlaskSQLiteAzure
99.89% model accuracy, €35/month hosting, 50-100 queries/week

AI Changelog Generator

Analyzes git commits and generates changelogs with smart AI model selection

Tech:
Node.js10+ AI providersCLI + MCP server
Published NPM package, growing community adoption

CapStack Platform

Full-stack fundraising platform with multi-tenant architecture

Tech:
Next.js 15SupabaseTypeScriptreal-time features
Used for actual €1M Series A, production-ready

Cascade Backup Tool

Chrome DevTools Protocol extraction for Windsurf conversation backup

Tech:
CDP extractionfuzzy searchreal-time monitoring
47 beta users, multiple extraction fallbacks

Neurodivergent-Friendly Tech

Energy-adaptive interfaces, multi-modal note-taking, and project management that works with different minds.

Human-Centered Technology

Technology that serves human diversity

Energy-Adaptive Interfaces

Active Development

Apps that change complexity based on cognitive capacity (1-5 energy scale)

Core Principles:
Nami App PrototypeThree-Bucket SystemForgiveness Over Perfection

Multi-Modal Note-Taking

Open Beta

NoteUp AI with linear, graph, and canvas modes for different thinking styles

Core Principles:
Local AI ProcessingBidirectional LinkingVisual Memory Aids

Project Management Reimagined

In Development

Mountain Path Framework with energy-based workflows and flexible collaboration

Core Principles:
Path Signals SystemSummit CirclesMultiple Valid Paths
Research Impact
Neurodivergent-inclusive frameworks
Universal design patterns

Research Methodology

Human-centered AI research with real-world validation

Research Approaches

Real-World Testing

Production deployments with actual users and measurable impact

Inclusive Research

Co-design with neurodivergent developers and diverse communities

Privacy-First Design

Local AI processing and user data protection by design

Open Innovation

Open source tools and transparent research methodologies

Core Research Principles

Real-world impact over academic novelty
Human diversity as a core technical requirement
Accessibility and inclusion from day one
Open source when it benefits the community
Privacy-first approaches with local AI when possible
Co-design with neurodivergent and diverse communities

Current Focus Areas

Research and development projects exploring the intersection of AI and human-centered design

AI Code Understanding

Teaching AI to understand project context, patterns, and architecture - not just syntax highlighting

Active Project

ML

Neurodivergent UX

Interfaces that adapt to different cognitive styles, energy levels, and attention patterns

Research Phase

UX

Developer Productivity

CLI tools and workflows that eliminate daily friction for individual developers and teams

Production

DevTools

Human-AI Collaboration

Finding the balance where AI augments human creativity without replacing the creative process

Ongoing Research

AI Ethics

Active Projects

Live systems with real users and measurable outcomes

12+

Community Impact

Developers and teams using our tools daily

500+

Research Timeline

Years of applied research in AI and human-computer interaction

3+
🏠

Real Estate Intelligence

Economic indicator analysis for pricing fairness with 30+ data sources from Eurostat/ECB

Developer Workflow Automation

Git commit analysis, project-aware AI assistant configuration, and local AI processing
💬

Conversation Intelligence

Chrome DevTools Protocol reverse engineering with advanced text extraction

Inclusive Design Systems

Accessibility-first component libraries with neurodivergent-friendly interaction patterns
🧠

Alternative Productivity Models

Energy-based vs time-based workflow management with AI-enhanced pattern recognition
🔒

Privacy-First AI

Local AI processing approaches for privacy-conscious developers and teams
How we build

Technical Philosophy

Real solutions, human diversity, continuous iteration. Our approach to building AI that actually works for everyone, shipping fast while maintaining quality and inclusivity.

Build Real Solutions

Move beyond demos and prototypes. Build AI systems that solve actual problems, serve real users, and generate sustainable value.

Production Systems

AI Changelog Generator with 500+ active developers

Real Revenue

MyRoomie: €50K investment, 10,000+ users

Custom solutions and consulting

Services & Collaboration

Ready to experiment together? From individual developers to enterprise teams, we offer custom tools, AI integration consulting, and inclusive workflow design.

Custom AI Tools

Bespoke AI assistants and automation tailored to your specific workflow and codebase

Project-specific training
Custom integrations
Ongoing maintenance

Consulting & Strategy

AI integration planning, workflow optimization, and technical architecture guidance

Technical assessment
Implementation roadmap
Team training

Team Collaboration

Neurodivergent-friendly workflow design and inclusive development practices

Accessibility audits
Inclusive design
Process optimization

Open Source

Contributing to and maintaining open source tools that benefit the entire community

Build the present.
Research the future.