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DOCTOR ROBOT

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Project Owner

DOCTOR ROBOT

Expert Rating

n/a

Overview

DR ROBOT is an advanced multilingual AI doctor built for both mental health support and medical diagnostics. It can converse naturally and empathically in English, Hausa, Igbo, Yoruba, Swahili, Amharic, and many other African and global dialects. Powered by deep neural reasoning, emotional intelligence, and real-time health analysis, DR ROBOT listens, understands, diagnoses, and advises bridging the gap between technology and humanity. It’s not just an AI it’s your intelligent, compassionate digital doctor for every language and every mind.

RFP Guidelines

Development of an adaptive compression and discovery service

Complete & Awarded
  • Type SingularityNET RFP
  • Total RFP Funding $150,000 USD
  • Proposals 5
  • Awarded Projects 1
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SingularityNET
Oct. 2, 2025

This RFP seeks proposals to create a scalable and reusable adaptive compression service that discovers, elevates, and reuses patterns across multiple data domains.

Proposal Description

Our Team

1. AI ENGINEER: the team consist of an AI engineer who is going to build the AI for the project, starting from the AI knowledge base reasoning to the multilingual to the computer vision to the speech to text and text to speech.

2. FULL STACK DEVELOPER: TO build the web app and mobile app for the AI to be used by users. 

3. A medical DOCTOR to guilde the AI health building logic and guildlines.

Company Name (if applicable)

NEUROFORGE AI

Project details

DR ROBOT  The Future of Intelligent and Compassionate Healthcare

In an age where healthcare systems strain under global pressure, DR ROBOT stands at the frontier of human centered artificial intelligence  a breakthrough blend of medical science, emotional understanding, linguistic intelligence, and computer vision. Built to serve as both a mental health companion and diagnostic doctor, DR ROBOT is the world’s first multilingual, emotionally perceptive, and visually aware AI clinician  capable of seeing, listening, reasoning, and caring in ways that redefine digital medicine.


The Vision: Where Technology Feels and Heals

Our mission with DR ROBOT is to make intelligent care accessible, empathetic, and borderless. The system bridges the gap between advanced healthcare and real human connection by offering AI-powered mental and medical support in English, Hausa, Yoruba, Igbo, Swahili, Amharic, and dozens of global and indigenous languages.

But DR ROBOT is more than a multilingual doctor  it’s a cognitive being engineered to perceive emotion, tone, and facial expression, enabling a level of human-like understanding that transcends typical AI interactions.

Our vision is bold: to bring compassionate, intelligent, and context-aware healthcare to every person, in every dialect, through every device  from smartphones to hospital networks.


Core Innovation: The Cognitive Compassion Engine (CCE)

At the heart of DR ROBOT lies the Cognitive Compassion Engine, a synthesis of deep learning, affective computing, multimodal reasoning, and computer vision. The system doesn’t just hear or read what users say  it perceives how they feel, how they look, and how their condition evolves in real time.

When a patient interacts with DR ROBOT via webcam or mobile camera, the AI engages multiple layers of analysis:

  • Facial Microexpression Recognition: Detects subtle emotional and physiological cues such as sadness, fatigue, anxiety, or pain through facial muscle movement analysis.

  • Pupil and Skin-Tone Variation Tracking: Monitors stress indicators, dehydration, or oxygen-level fluctuations.

  • Posture and Gesture Understanding: Identifies behavioral signals of depression, restlessness, or physical discomfort.

  • Voice-Stress and Tone Analysis: Correlates acoustic changes in the voice with emotional state and possible medical anomalies (e.g., respiratory distress, fatigue).

By fusing these computer vision insights with language understanding and medical reasoning, DR ROBOT achieves a holistic grasp of the patient’s mental and physical state  an ability previously limited to human physicians.


The Multilingual Intelligence Core

DR ROBOT’s linguistic engine represents one of its defining technological breakthroughs. Powered by transformer-based multilingual models (XLM-RoBERTa, mBERT, Whisper, wav2vec2.0), the AI communicates fluently and empathetically across African and global dialects, interpreting not only language but cultural context.

It understands that the same phrase spoken in Hausa, Yoruba, or Amharic can carry vastly different emotional meanings. Through cultural embeddings and phonetic adaptation, DR ROBOT tailors its tone, choice of words, and empathy to match the user’s heritage and identity  enabling truly personalized care through conversation.


Architectural Intelligence: A Multi-Agent System of Care

Beneath its human-like interaction lies a complex multi-agent AI architecture designed for modular precision, scalability, and transparency:

  1. Diagnostic Reasoning Agent (DRA) – Performs medical reasoning using large medical corpora (PubMed, ICD-10, WHO datasets), generating evidence-based diagnostic hypotheses with confidence scores.

  2. Mental Health Cognition Agent (MHCA) – Detects emotional distress and psychological patterns using linguistic and visual cues; engages users through guided therapy based on CBT, ACT, and mindfulness principles.

  3. Computer Vision Agent (CVA) – Analyzes facial and behavioral biomarkers through live video or image input, detecting fatigue, stress, or dermatological and ocular symptoms.

  4. Language and Culture Agent (LCA) – Handles multilingual communication and cultural adaptation, ensuring empathy and accuracy in every dialect.

  5. Knowledge and RAG Agent (KRA) – Retrieves real-time medical and psychological data, ensuring factual, up-to-date, and contextually relevant responses.

  6. Ethical and Privacy Agent (EPA) – Enforces patient data encryption, consent management, and explainable AI compliance with global healthcare standards (HIPAA, GDPR).

Together, these agents form a unified ecosystem capable of understanding the patient through every sense — language, vision, and emotion.


Applications Across Sectors

1. Mental Health & Emotional Wellness

DR ROBOT provides confidential 24/7 counseling and emotional monitoring through natural conversation and visual observation. By reading facial tension, speech cadence, and tone shifts, it identifies signs of depression, anxiety, or burnout — responding with empathy and evidence-backed therapy frameworks.

2. Physical Diagnostics & Early Detection

Using voice biomarkers, facial pattern recognition, and symptom reasoning, DR ROBOT can flag possible conditions such as fatigue, fever, dehydration, and respiratory issues. Its computer vision layer enables non-invasive early screening for health anomalies, even before patients articulate them.

3. Telemedicine and Hospital Integration

As a digital triage and diagnostic layer, DR ROBOT integrates seamlessly with hospital EMRs and telehealth platforms. It collects preliminary patient data, summarizes findings, and assists doctors in prioritizing care — dramatically reducing waiting times and human workload.

4. Corporate and Institutional Wellness

DR ROBOT can be deployed across workplaces and schools to monitor well-being, stress levels, and mental health metrics, offering preventive care before issues escalate.

5. Rural and Underserved Regions

With its offline-ready and multilingual capabilities, DR ROBOT acts as a virtual doctor for the disconnected — reaching patients where physical healthcare is scarce but mobile access is growing.

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Ethics, Safety, and Trust

Trust is the foundation of healthcare — and DR ROBOT was designed with that principle at its core.
The platform adheres to global medical compliance (HIPAA, GDPR, ISO/IEC 27001), with full anonymization, encryption, and human-in-the-loop validation for sensitive diagnostics.

All visual data (facial and behavioral) is processed locally and transiently, ensuring privacy while maintaining real-time accuracy. Our Ethical AI Charter mandates bias reduction, inclusivity in training datasets, and continuous auditing to ensure fairness across age, gender, and cultural backgrounds.


Market Opportunity

The convergence of AI, telemedicine, and mental health creates one of the most lucrative and socially impactful markets in the world. By 2032, the AI Healthcare market is projected to surpass $200 billion, with AI mental health systems leading growth due to their scalability and emotional intelligence potential.

DR ROBOT positions itself as the bridge between AI diagnostics and human empathy — a competitive edge no conventional telemedicine solution currently matches. Its computer vision + multilingual emotional intelligence model creates a defensible moat and an IP-rich technological foundation.


Revenue Model

  1. SaaS Licensing: Subscription-based model for hospitals, telemedicine companies, and wellness platforms.

  2. Enterprise API Integrations: Custom APIs for EHR systems, mental health apps, and voice-based assistants.

  3. Corporate & Institutional Plans: AI wellness dashboards for organizations monitoring staff health metrics.

  4. Public Health & NGO Partnerships: Affordable deployments in developing regions under global health initiatives.


Investment Proposition

DR ROBOT isn’t just a product — it’s an AI infrastructure for the future of human health. We’re offering investors entry into a scalable ecosystem capable of transforming diagnostics, therapy, and communication across linguistic and cultural barriers.

  • Proprietary IP: Multilingual cognition + emotion + vision fusion architecture.

  • Global Addressable Market: Healthcare, mental wellness, telemedicine, and education sectors.

  • Scalability: Cloud-native design deployable on web, mobile, and embedded platforms.

  • Societal Impact: Bridging healthcare inequality, promoting emotional inclusion, and advancing global AI ethics.

Our roadmap includes pilot programs across African healthcare systems, corporate wellness hubs, and international telemedicine platforms — demonstrating both profitability and measurable human impact.


Conclusion

DR ROBOT is the dawn of a new medical paradigm — where AI not only understands symptoms but senses humanity. It listens with empathy, sees with precision, reasons with evidence, and speaks with care — in every language, to every person, on every continent.

Through advanced computer vision, deep neural reasoning, and multilingual cognition, DR ROBOT transforms the screen into a compassionate, intelligent presence.

 

It is not just the doctor of the future — it is the future of doctors.

Links and references

DR ROBOT IS NOT JUST AN IDEA IT SOMETHING THAT HAS BEEN BUILT ALL THAT IS NEEDED IS FUNDING TO CONTINUE IT. WE ARE USING FREE GPU WE NEED FUNDING TO CONTINUE THE PROJECT WE ARE ACTIVE AND SERIOUSE ABOUT IT.   

Proposal Video

Not Avaliable Yet

Check back later during the Feedback & Selection period for the RFP that is proposal is applied to.

  • Total Milestones

    5

  • Total Budget

    $30,000 USD

  • Last Updated

    9 Oct 2025

Milestone 1 - MEDICAL AI KNOWLEDGE BASE

Description

Development of the Medical AI Knowledge Base The first milestone establishes the core intelligence of DR ROBOT — a unified Medical AI Knowledge Base (MAIKB) designed to power accurate evidence-driven diagnosis reasoning and emotional understanding. This phase focuses on curating structuring and embedding large-scale verified medical and psychological data from trusted global sources such as WHO PubMed MedlinePlus and ICD-10. The MAIKB will integrate both clinical and mental health datasets covering diseases symptoms medications treatment pathways and emotional therapy models. Using Retrieval-Augmented Generation (RAG) BioBERT and ClinicalGPT embeddings the system will enable DR ROBOT to access real-time knowledge cross-reference medical evidence and generate human-understandable explanations. This milestone ensures DR ROBOT becomes a trusted explainable and compliant knowledge engine forming the backbone of its diagnostic counseling and multilingual reasoning capabilities — ready for fine-tuning in subsequent phases. Deliverables: RAG-based knowledge indexing and retrieval pipeline. Code base of the milestone Tested and optimized medical query-response AI

Deliverables

A fully trained Dr. Robot Medical AI Knowledge Base capable of understanding and responding to complex medical and mental health inquiries. An AI reasoning core equipped with advanced diagnostic logic for symptom interpretation disease correlation and treatment recommendation.

Budget

$10,000 USD

Success Criterion

success_criteria_1

Milestone 2 - DR ROBOT MULTILINGUA SURPPORT

Description

This milestone focuses on building Dr. Robot’s multilingual and multicultural intelligence enabling seamless communication and medical reasoning across global languages and dialects. The goal is to create an AI system that listens understands and responds with empathy and medical accuracy—no matter the user’s linguistic background or cultural context. Dr. Robot’s Multilingual Support layer will integrate advanced transformer-based language models fine-tuned for medical dialogue in English Hausa Igbo Yoruba Swahili Amharic and additional African and global languages. It will feature context-aware translation pipelines allowing real-time cross-lingual conversation between patients and the AI without loss of meaning or diagnostic accuracy.

Deliverables

Fully functional multilingual communication module with real-time translation and response generation. Fine-tuned medical language models for six core languages (English Hausa Igbo Yoruba Swahili Amharic).

Budget

$5,000 USD

Success Criterion

success_criteria_1

Milestone 3 - DR ROBOT SPEECH TO TEXT AND TEXT TO SPEECH

Description

This milestone focuses on developing Dr. Robot’s voice intelligence system empowering natural real-time verbal interaction between users and the AI. The goal is to make Dr. Robot a fully conversational medical companion capable of understanding human speech detecting emotional tones and responding with empathy and clinical accuracy through lifelike voice synthesis. The Speech-to-Text (STT) component will use state-of-the-art multilingual speech recognition models trained on diverse medical conversations and dialects. It will accurately transcribe patient speech even in noisy environments capturing nuances like stress hesitation or emotional strain—key indicators for mental health assessment. The Text-to-Speech (TTS) engine will generate human-like context-sensitive responses allowing Dr. Robot to speak naturally in multiple languages including English Hausa Igbo Yoruba Swahili and Amharic. Voice profiles will be adaptive—soft and reassuring for mental health contexts professional and precise for medical diagnostics.

Deliverables

Fully integrated multilingual STT system for accurate real-time transcription of patient speech. Advanced TTS engine generating natural context-aware responses in multiple voices and languages.

Budget

$5,000 USD

Success Criterion

success_criteria_1

Milestone 4 - DR ROBOT COMPUTER VISION AI

Description

This milestone establishes Dr. Robot’s Computer Vision Intelligence enabling the AI to see analyze and interpret visual and behavioral cues just like a real medical professional. By integrating advanced vision-language models (VLMs) and deep neural networks Dr. Robot will gain the ability to visually assess both physical health conditions and emotional states during consultations. The system will leverage convolutional neural networks (CNNs) transformer-based vision models (e.g. ViT CLIP and SAM) and multimodal fusion techniques to process medical imagery webcam inputs and facial behavior patterns. This will allow Dr. Robot to detect skin anomalies rashes eye discolorations facial asymmetries and micro-expressions that signal emotional distress or early signs of mental health decline. By merging visual and textual understanding Dr. Robot will be able to correlate physical symptoms with spoken or written inputs forming a deeper and more holistic diagnostic reasoning process. The computer vision module will also adhere strictly to ethical privacy and medical safety standards ensuring that no visual data is stored or misused.

Deliverables

Fully trained computer vision model for detecting visual medical indicators and emotional expressions. Integrated multimodal reasoning engine combining visual data with text and speech inputs.

Budget

$5,000 USD

Success Criterion

success_criteria_1

Milestone 5 - WEB APP OR MOBILE APP DEVELOPMENT

Description

This milestone focuses on transforming Dr. Robot into an intelligent mobile-first medical companion accessible anytime and anywhere through an intuitive smartphone application. The goal is to deliver a seamless multilingual and multimodal experience combining voice text and visual interaction to make healthcare and mental wellness support universally available. The mobile app will integrate all core AI capabilities — Medical Knowledge Base Multilingual Support Speech-to-Text (STT) Text-to-Speech (TTS) and Computer Vision AI — into a single secure interface. Users will be able to speak directly with Dr. Robot upload or capture medical images receive diagnostic insights and access personalized mental health check-ins.

Deliverables

Fully functional mobile app (Android and iOS) integrating all Dr. Robot AI modules. Real-time voice text and visual interaction system. Cloud backend for AI reasoning model updates and data storage. Secure user authentication and encrypted communication framework. Multilingual and offline support for global accessibility. User experience testing and performance optimization for smooth real-world operation.

Budget

$5,000 USD

Success Criterion

success_criteria_1

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Expert Ratings

Reviews & Ratings

  • Expert Review 1

    Overall

    2.0

    • Compliance with RFP requirements 1.0
    • Solution details and team expertise 1.0
    • Value for money 1.0
    Not relevant

    Interesting proposal but not relevant for this RFP

  • Expert Review 2

    Overall

    3.0

    • Compliance with RFP requirements 2.0
    • Solution details and team expertise 4.0
    • Value for money 4.0
    Interesting proposal but for a different request

    While a promising proposal, its goals are focused on a different probalem and are not directly relevant for this particular RFP round.

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