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esmondo/README.md

Hey there, I'm Mondo πŸ‘‹

🧠 Building AI Products with a Neurotechnology Foundation

Systems thinker β€’ Neural decoder β€’ Product builder

Python MATLAB React Next.js TypeScript Node.js Cloudflare


I decode brain signals and build AI products. Currently developing Gen-AI solutions at IYKRA while co-founding Mindex Neurotechnology (real-time EEG decoding).

My background: Master's in Medical Systems Engineering, specialized in brain-computer interfaces. I've built ML models that classify brain activity with >60% accuracy (EEG/MEG research at Leibniz Institute for Neurobiology).

I think in systems: Research β†’ Design β†’ Build β†’ Ship


πŸ”¬ Featured Projects

Neural Attention Decoding
MATLAB β€’ Machine Learning β€’ Signal Processing
Built ML models to classify visual attention shifts from EEG/MEG signals achieving 67-73% accuracy. Implemented spatiotemporal filters and SVM for single-trial decoding of N2pc components.

Professional EEG Monitoring Platform
React β€’ Next.js β€’ Web Bluetooth β€’ DSP
Real-time brainwave analysis system with multi-modal readiness scoring, frequency band visualization, and gamified neurofeedback training protocols for consumer EEG headsets.

AI English Speaking Coach
Next.js β€’ Gemini API β€’ Groq β€’ WebSocket
Scenario-based conversation practice with low-latency voice interaction. Direct browser-to-LLM WebSocket for real-time feedback and AI-powered CEFR-aligned assessment.

Visual Goal Management System
React β€’ Cloudflare Workers β€’ Durable Objects β€’ LLM Agents
Infinite canvas planning tool with node-based architecture. AI-powered smart suggestions, habit analysis, and auto-scheduling using distributed state management.

Real-time Neurofeedback Application
React β€’ Chart.js β€’ Web Bluetooth β€’ Web Audio API
EEG visualization and brain training platform with live signal monitoring, frequency band analysis, session recording, and audio feedback for neurofeedback protocols.

Local LLM Chat Interface
React β€’ TypeScript β€’ Ollama API
Clean chatbot UI for on-device language model deployment. Features typing indicators, conversation history, and seamless integration with locally-hosted LLMs.


πŸš€ What I'm up to

  • 🧬 Exploring BCI applications in wellness & neuromarketing
  • πŸ€– Shipping Gen-AI products from PRD to production
  • πŸ”¬ Staying close to neurotechnology research

πŸ’‘ Interested in

PhD positions in Neurotechnology β€’ BCI collaborations β€’ Research partnerships β€’ Neurotech startups

πŸ“« Let's connect

LinkedIn Email

πŸ“ Jakarta, Indonesia


"Multidisciplinary by design, not accident"

GitHub Stats

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  1. CIMH-Clinical-Psychology/EMO_REACT CIMH-Clinical-Psychology/EMO_REACT Public

    Python 1

  2. masterthesis_decoding masterthesis_decoding Public