entro314.labsDeveloper Tools & Neurodivergent-Friendly Tech
entro314.labs
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.
Graduaded and Shipped Solutions
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.


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.
ML system using 30+ EU economic indicators for rental pricing fairness
Full-stack fundraising platform - battle-tested with actual money
Developer Tools
Open source tools and frameworks adopted by individual developers and Fortune 500 teams.
VDK Ecosystem
AI Assistant ConfigurationCLI + Hub + 76+ Blueprints - make AI assistants project-aware
Windsurf Exporter
Windsurf UtilityBackup and search Windsurf conversations via Chrome DevTools Protocol
MyRoomie
AI-Powered PlatformRoommate compatibility matching with real-time messaging
Mountain Path
Research ProjectNeurodivergent-friendly project management with energy-based workflows
Research & Design
Exploring AI that actually serves humans
Mountain Path Framework
Project management that works with neurodivergent minds instead of against them. Multiple paths to the same summit.
Nami App
Notes app that adapts interface complexity based on your cognitive capacity (1-5 energy scale).
NoteUp AI
AI-enhanced note-taking for different minds. Linear, graph, and canvas modes with local AI processing.
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
Graduated Project
Production Ready
Open Source
Research Impact
Community Driven
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
AI Changelog Generator
Analyzes git commits and generates changelogs with smart AI model selection
CapStack Platform
Full-stack fundraising platform with multi-tenant architecture
Cascade Backup Tool
Chrome DevTools Protocol extraction for Windsurf conversation backup
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 DevelopmentApps that change complexity based on cognitive capacity (1-5 energy scale)
Multi-Modal Note-Taking
Open BetaNoteUp AI with linear, graph, and canvas modes for different thinking styles
Project Management Reimagined
In DevelopmentMountain Path Framework with energy-based workflows and flexible collaboration
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
Current Focus Areas
Research and development projects exploring the intersection of AI and human-centered design
Developer Productivity
CLI tools and workflows that eliminate daily friction for individual developers and teams
Production
DevToolsHuman-AI Collaboration
Finding the balance where AI augments human creativity without replacing the creative process
Ongoing Research
AI EthicsActive Projects
Live systems with real users and measurable outcomes
Community Impact
Developers and teams using our tools daily
Research Timeline
Years of applied research in AI and human-computer interaction
Real Estate Intelligence
Developer Workflow Automation
Conversation Intelligence
Inclusive Design Systems
Alternative Productivity Models
Privacy-First AI
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
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
Consulting & Strategy
AI integration planning, workflow optimization, and technical architecture guidance
Team Collaboration
Neurodivergent-friendly workflow design and inclusive development practices
Open Source
Contributing to and maintaining open source tools that benefit the entire community
For Individual Developers
Custom Developer Tools
macOS native applications for developer workflows
- CLI tools with intelligent defaults
- GUI companions
- Local AI integration
- Configuration management
AI Integration Consulting
Project-aware AI assistant setup and optimization
- Local vs cloud AI decisions
- Custom rule generation
- Privacy-first development
For Development Teams
Inclusive Workflow Design
Neurodivergent-friendly project management systems
- Energy-based productivity frameworks
- Team AI assistant configuration
- Accessible design systems
Custom ML Solutions
Real-world AI applications with production deployment
- Economic data analysis
- API integration
- Azure/cloud architecture
For Companies
Developer Experience Consulting
Internal tool development and optimization
- AI-enhanced development environments
- Workflow automation
- Inclusive team management
Technical Implementation
Design system development and deployment
- AI tool integration
- Custom productivity tools
- Accessibility consulting
Ready to collaborate?
Let's discuss how we can build AI tools that solve your specific challenges.