entro314.labs
Independent AI Research Lab

entro314.labs

Currently exploring: How AI can solve real problems developers actually have. Building production systems, tools, and frameworks that ship.

Independent AI research lab building tools that solve real problems developers actually have.

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Production Systems & Research

What We're Building

Real solutions, real impact. From production ML systems serving thousands to developer tools with growing communities. Building AI that solves actual problems, not demos.

Production Systems

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

All Systems Operational

FairRent ML

Live Production

AI-powered rental price prediction for Greek market

99.89% accuracy
€35/month Azure costs
~3k queries/month

AI Changelog Generator

Active Development

Intelligent changelog generation from git commits

2.3k/week npm downloads
Growing adoption

Developer Tools

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

Open Source Tools

VibeCodingRules

Development Framework
Active

AI-powered coding rules and best practices platform

Fortune 500 teams
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Cascade Backup Tool

Developer Utility
Beta

Smart backup solution for development environments

47 Windsurf beta users
View Code

DotFiles Manager

DevOps Tool
Development

Intelligent configuration management for developers

Growing community
View Code

Research & Design

Exploring AI that actually serves humans

3 Active Projects

Mountain Path Framework

Research PhaseNeurodivergent-Friendly Workflows
25%

Exploring how AI can create more inclusive and accessible development environments for neurodivergent developers.

Cognitive Load ReductionSensory-Aware DesignFlexible Interaction Models

Warm Sunset Design System

Early PrototypesHuman-Centered AI Interfaces
15%

Creating design patterns that prioritize human wellbeing and reduce cognitive strain in AI-powered tools.

Emotional ComfortVisual AccessibilityIntuitive Interactions

Inclusive AI Research

OngoingAI That Works for Everyone
40%

Investigating how to build AI systems that are genuinely helpful across different cognitive styles and abilities.

Universal DesignCognitive DiversityEthical Implementation

Research is conducted with a focus on real-world impact and ethical implementation.

99.89% Accuracy

FairRent ML model accuracy with real economic data integration

2.3k+ Downloads

AI Changelog Generator weekly npm package adoption

Production Ready

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

Open Source

VibeCodingRules 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
AI Applications & Human-Centered Tech

Research Areas

Building AI that actually works. Exploring applications with real-world impact and human-centered technology that prioritizes cognitive diversity and accessibility.

AI Applications That Actually Work

Real estate intelligence, developer workflow automation, and conversation intelligence with production deployments.

AI Applications in Production

Real systems, real impact

Real Estate Intelligence

Economic indicator analysis using 30+ data sources from Eurostat/ECB

Tech:Python, Random Forest, Flask, SQLite, Azure
99.89% model accuracy, €35/month costs

Developer Workflow Automation

Git commit analysis and intelligent changelog generation

Tech:Node.js, OpenAI/Azure APIs, CLI + MCP server
2.3k npm downloads/week, growing adoption

Conversation Intelligence

Chrome DevTools Protocol reverse engineering for Windsurf backup

Tech:CDP extraction, fuzzy search, real-time monitoring
47 beta users, multiple fallback methods
All systems actively deployed and serving real users

Human-Centered Technology

Inclusive design systems and alternative productivity models that embrace cognitive diversity.

Human-Centered Technology

Technology that serves human diversity

Inclusive Design Systems

Active Research

Accessibility-first component libraries with neurodivergent-friendly patterns

Core Principles:
WCAG 2.1 ComplianceCognitive Load ReductionSensory-Aware Design

Alternative Productivity Models

Early Prototypes

Energy-based workflow management with AI pattern recognition

Core Principles:
Psychological SafetyFlexible Work PatternsDiversity Recognition
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

Research is conducted with a focus on ethical implementation and measurable real-world impact. All findings are shared openly to benefit the broader AI and accessibility communities.

🏠

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

Production systems with actual users and revenue

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

Production Systems

Live ML systems with 99.89% accuracy serving thousands

Open Source Tools

npm packages with growing developer adoption

Revenue & Impact

Sustainable business models with measurable outcomes

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.

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.

Email: lab@entro314.xyzSchedule Consultation

Live systems, active communities, real impact.
Production deployments serving thousands of users worldwide.

Live systems, active communities, real impact. Production deployments serving thousands of users worldwide.

online

Core API

99.9%

Uptime this month

online

AI Research Platform

Active

15 experiments running

online

Data Pipeline

2.4TB

Processed today

online

User Interfaces

Optimized

Latest deployment

Community Impact

Real-time metrics from our global research network

Active Researchers

1,247

+12%this month

Published Papers

156

+8%this month

GitHub Stars

8.9k

+23%this month

Community Members

12.3k

+15%this month

API Requests

2.4M

+31%this month

Countries

67

+5this month

Build the present.
Research the future.

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