Available to hire
I am an AI/Machine Learning Engineer and backend developer with 7+ years of experience delivering AI/ML solutions, agentic and voice applications, and building scalable backend systems across various domains and industries, spanning multiple countries.
My expertise includes agentic systems, backend development, voice AI systems, advanced retrieval and RAG, cloud & MLOps, and generative AI. I design reliable, scalable systems and thrive on solving complex problems across teams and geographies.
Skills
Experience Level
Expert
Expert
Expert
Expert
Expert
Expert
Expert
Expert
Expert
Expert
Expert
Expert
Expert
Expert
Expert
Expert
Expert
Expert
Intermediate
Intermediate
Language
English
Fluent
Work Experience
Founder / Backend Engineer at AkwaCash
August 1, 2025 - September 10, 2025Architected and built scalable FastAPI backend with MongoDB, JWT authentication, RBAC, and asynchronous processing. Implemented payment API integrations with robust retry logic, real-time updates, and background task orchestration. Designed indexed MongoDB schemas for high-throughput transactions. Built secure REST APIs for internal services, third-party integrations, and USSD flows for offline users. Automated deployment with Docker + GitHub Actions CI/CD on GCP Cloud Run with monitoring and logging. Oversaw the complete backend lifecycle, encompassing authentication, API development, payment processing, webhook management, scalable architecture, and background task orchestration.
AI Engineer and Backend Developer (Remote) at NextGenMaterials
June 1, 2025 - September 10, 2025Designed and deployed a domain-optimized LLM pipeline (RAG); built scalable backend services on AWS (App Runner, S3, CodeBuild, SQS) with Docker; implemented hybrid data management with PostgreSQL and Pinecone to enable context-aware semantic search; collaborated with electrochemical experts to validate AI outputs, ensuring scientific accuracy.
Founder at JoAmpsConsult
August 1, 2025 - September 10, 2025Founded JoAmpsConsult to provide expert AI consulting and deliver tailored AI solutions, specializing in generative AI, LLMs, and comprehensive end-to-end systems. Projects delivered include an AI-Driven Investment Platform that automated data collection, analysis, and summarization (reducing manual research time by 75%), and Generative AI for E-commerce (WhatsApp-based AI assistant) that resolved 80% of customer queries autonomously.
AI/ML Engineer (Remote) – WEBICIENT at WEBICIENT
July 31, 2024 - September 10, 2025Led backend and AI development for Besti, an LLM-driven chatbot platform; integrated LangChain, LangGraph + Pinecone for fast semantic search and retrieval, applying optimized metafilters for privacy and context accuracy. Built scalable FastAPI services with real-time streaming via Pusher, containerized with Docker, and deployed to GCP Cloud Run with automated monitoring dashboards. Designed and deployed a custom web scraper to ingest structured/unstructured data powering richer chatbot interactions.
Graduate Assistant at Kwame Nkrumah University of Science and Technology
June 30, 2020 - September 10, 2025Mentored undergraduate students in research projects, providing foundational training in data science and machine learning, and assisted the department with academic and research support.
Freelance AI Consultant at Self-Employed / Client Projects
February 28, 2023 - September 10, 2025Delivered AI/ML solutions across multiple client projects, including Ghanaian Political Tweet Engagement optimization with DistilRoBERTa domain adaptation, a predictive tweet engagement model, and deployment on Google Cloud Platform using Cloud Run and Docker.
Rail Safety ML Engineer at Client Project – Rail Safety (Jacksonville)
January 1, 2022 - September 10, 2025Led development of a predictive model for estimating rail temperatures 48 hours into the future; achieved ~1°C error using XGBoost with features across 25 locations. Built data pipelines with Airflow and deployed on AWS; integrated model into the platform to aid safety planning.
NFT Trade Performance Predictor at Australian Startup (Client)
May 31, 2022 - September 10, 2025Developed ML models to predict NFT prices with ~10% ROI; built Spark-based data pipelines ingesting blockchain, Parsec API, OpenSea API, and social data; applied NLP techniques (TextBlob, SpaCy, BERT) for sentiment analysis and deployed results to a Tableau dashboard for stakeholders.
COVID-19 Prediction Researcher at Dubai-based Client
June 30, 2021 - September 10, 2025Developed a highly accurate and interpretable deep learning model for predicting COVID-19 mortality and ICU admission under time-bound and resource-limited scenarios. Published results in PeerJ Computer Science; conducted extensive data preprocessing and model tuning using PyTorch with early stopping and learning rate scheduling.
Shipping Costs Modeling Lead at Indian Consulting Firm (Client)
March 31, 2021 - September 10, 2025Devised ML solutions for predicting shipping rates across cities and Europe; implemented regression, decision trees, and random forests; deployed with MLOps practices (containerization, CI/CD) and collaborated with cross-functional teams to optimize shipping cost predictions.
Founder / Backend Engineer at AkwaCash
August 1, 2025 - September 10, 2025Architected and built a scalable FastAPI backend with MongoDB, JWT authentication, RBAC, and asynchronous background processing. Implemented robust payment API integrations with retry logic, real-time updates, and background task orchestration using Cloud Tasks, Pub/Sub, and Cloud Scheduler. Designed indexed MongoDB schemas to support high-throughput transactions. Built secure, well-documented REST APIs for internal services, third-party integrations, and USSD flows for offline users. Automated deployment with Docker and GitHub Actions CI/CD, deployed on GCP Cloud Run with comprehensive monitoring and logging.
AI Engineer and Backend Developer (Remote) at NextGenMaterials
June 1, 2025 - September 10, 2025Designed and deployed a domain-optimized LLM pipeline (RAG) to reduce lithium brine analysis time from days to hours, accelerating expert decision-making. Built scalable backend services on AWS (App Runner, S3, CodeBuild, SQS) with Docker for secure, automated deployments. Implemented hybrid data management with PostgreSQL and Pinecone to enable context-aware semantic search. Collaborated with electrochemical experts to validate AI outputs and delivered a user-friendly interface with frontend engineers.
Founder at JoAmpsConsult
August 1, 2025 - September 10, 2025Founded JoAmpsConsult to provide expert AI consulting and tailored AI solutions, specializing in generative AI, LLMs, and end-to-end systems. Projects delivered include: an AI-driven investment platform that automated data collection, analysis, and summaries; and generative AI for e-commerce that powered a WhatsApp-based assistant resolving customer queries and reducing response times.
AI/ Machine Learning Engineer (Remote) at WEBICIENT
July 1, 2024 - September 10, 2025Led backend and AI development for Besti, an LLM-driven chatbot platform enabling document, website, and cloud storage interactions. Integrated LangChain, LangGraph, and Pinecone for fast semantic search and retrieval, with privacy guarantees. Built scalable FastAPI services with real-time streaming, containerized with Docker, and deployed to GCP Cloud Run with Grafana dashboards. Designed a centralized data warehouse (BigQuery) consolidating analytics and delivered Looker dashboards for real-time insights. Collaborated across teams to deploy data ingestion pipelines and ensure production stability.
Graduate Assistant at Kwame Nkrumah University of Science and Technology
June 1, 2020 - September 10, 2025Mentored undergraduate students in data science and machine learning projects, providing training and guidance integrating with electrical engineering concepts. Supported department-level research activities using data science expertise to advance related projects.
Founder / Backend Engineer at AkwaCash
August 1, 2025 - September 10, 2025Architected and built scalable FastAPI backend with MongoDB, JWT authentication, RBAC, and asynchronous processing; integrated payment APIs with robust retry logic, real-time updates, and background processing; designed indexed MongoDB schemas for high-throughput transactions; built secure REST APIs for internal services, third-party integrations, and USSD flows for offline users; automated deployment with Docker + GitHub Actions CI/CD on GCP Cloud Run with monitoring & logging; oversaw the complete backend lifecycle, including authentication, API development, payment processing, webhook management, scalable architecture, and background task orchestration.
AI Engineer and Backend Developer (Remote) at NextGenMaterials
June 1, 2025 - September 10, 2025Designed and deployed domain-optimized LLM pipeline (RAG), reducing lithium brine analysis time from days to hours and accelerating expert decision-making. Built scalable backend services on AWS (App Runner, S3, CodeBuild, SQS) with Docker, ensuring secure, automated deployments and high availability. Implemented hybrid data management with PostgreSQL (structured data) and Pinecone (vector DB) to enable context-aware semantic search. Collaborated with electrochemical experts to validate AI outputs, ensuring scientific accuracy, while working closely with frontend engineers to deliver a seamless user-facing application.
Founder at JoAmpsConsult (Consultancy)
August 1, 2025 - September 10, 2025Founded JoAmpsConsult to provide expert AI consulting and deliver tailored AI solutions, specializing in generative AI, LLMs, and comprehensive end-to-end systems. Projects Delivered: AI-Driven Investment Platform for a VC firm (automating data collection, analysis, and summarization) reducing manual research time by 75%; Generative AI for E-commerce using a WhatsApp-based AI assistant resolving 80% of customer queries autonomously and cutting response times by 90%, boosting customer loyalty.
AI/Machine Learning Engineer (Remote) at WEBICIENT
July 1, 2024 - September 10, 2025Led backend and AI development for Besti, an LLM-driven chatbot platform; integrated LangChain, LangGraph + Pinecone for fast semantic search and retrieval, applying optimized metafilters to guarantee privacy and context accuracy. Built scalable FastAPI services with real-time streaming via Pusher, containerized with Docker, and deployed to GCP Cloud Run with automated monitoring dashboards in Grafana. Designed and deployed a custom web scraper to ingest structured/unstructured data powering richer chatbot interactions. Architected a centralized data warehouse (BigQuery) consolidating analytics from Google Analytics, Google Ads, and Pipedrive CRM, enabling unified customer behavior tracking; delivered Looker dashboards for real-time insights, helping leadership optimize marketing spend and product strategy.
Graduate Assistant at Kwame Nkrumah University of Science and Technology
June 1, 2020 - September 10, 2025Mentored undergraduate students in research projects by providing foundational training in data science and machine learning, and provided academic and research support for the department to aid in project completion.
Generative AI Engineer at NextGenMaterials
September 1, 2025 - September 1, 2025Delivered domain-optimized multi-agent AI system (GPT-4.1, LangGraph) reducing lithium extraction analysis time from days to hours; built hybrid data infrastructure using PostgreSQL, Pinecone and RAG pipelines with human-in-the loop evaluation for higher scientific accuracy; Production-deployed on AWS with Docker, CI/CD (CodeBuild), and centralized monitoring/logging.
Founder / Backend Engineer at AkwaCash
August 1, 2025 - August 1, 2025Architected scalable FastAPI backend with MongoDB, JWT auth, RBAC, and async logic for high throughput; engineered mobile money payment integrations with retry logic, real-time updates, and async background processing; designed indexed MongoDB schemas supporting 1,000+ concurrent transactions; built secure REST APIs for internal services, third-party integrations, and USSD flows for offline users; automated deployments with Docker and GitHub Actions CI/CD on Google Cloud; managed the full backend lifecycle, from authentication to webhook orchestration, ensuring seamless recurring payments with a 98% renewal rate and < 1% churn due to payment failures.
AI Engineer at Webicient
July 1, 2024 - July 1, 2024Delivered Besti, an LLM-powered chatbot platform; built data ingestion pipeline; integrated MySQL, LangChain and Pinecone for semantic search with privacy controls; deployed FastAPI services with real-time streaming; established evaluation protocols reducing hallucinations by 40% and achieving 90%+ user satisfaction.
Machine Learning Engineer at Selected Client Projects (Harvard University, Clear Blade, Sirius Review, College of Technological Innovation Zayed University, Consulting Firm - India)
April 1, 2023 - April 1, 2023Led AI/ML initiatives across multiple clients: increased Ghanaian tweet engagement by 25%; reduced perplexity by 27% using DistilRoBERTa; deployed NLP and CV models; built predictive models for rail safety; NFT price forecasting; COVID-19 mortality/ICU-admission prediction; shipped ETL and data pipelines on AWS/GCP; implemented drift detection and monitoring; delivered Tableau dashboards for stakeholders.
Generative AI Engineer at EstiloAI
September 1, 2025 - September 1, 2025Built an AI-powered fashion B2B SaaS platform for 10+ brands across Africa, serving thousands of customers. Created a multimodal LLM pipeline to automatically extract product attributes from catalogs and enable semantic search across 2K+ items. Designed a multi-agent system to route user intents (e.g., store location) to support agents and to find outfits by personalization agent; production deployment with autoscaling, CI/CD, and observability.
Generative AI Engineer at VC Firm (Northern Europe)
September 1, 2025 - September 1, 2025Automated due-diligence research for a venture capital firm, cutting manual analysis time by 75% and improving deal flow evaluation speed using a LangGraph-based multi-agent system for data collection, summarization, and portfolio analysis across multiple sources.
Founder / Backend Engineer at AkwaCash
August 31, 2025 - August 31, 2025Architected and built a scalable FastAPI backend with MongoDB, JWT auth, RBAC, and async logic for high throughput. Implemented mobile money payment integrations with retry logic, real-time updates, and async processing. Optimized MongoDB schemas for 1,000+ concurrent transactions. Automated deployments with Docker and GitHub Actions CI/CD on Google Cloud, with comprehensive monitoring and alerting.
AI Engineer at Webicient
July 31, 2024 - July 31, 2024Led Besti, an LLM-powered chatbot platform for enterprise usage (200+ users). Built a data ingestion pipeline (PDFs, sitemaps, cloud storage), integrated MySQL, LangChain and Pinecone for fast semantic search, and implemented robust privacy and context controls. Delivered real-time streaming services with FastAPI, Docker, and GCP deployment; implemented evaluation protocols to reduce hallucinations and improve reliability.
Machine Learning Engineer at Harvard University - USA (Selected Client Projects)
April 1, 2023 - April 1, 2023Enhanced Ghanaian political tweet engagement via an AI-driven system; decreased perplexity with domain-adapted DistilRoBERTa; finetuned GPT-3 for tweet virality; deployed on Google Cloud Run with containerized deployment and cross-functional collaboration.
Machine Learning Engineer at Clear Blade - USA
April 1, 2023 - April 1, 2023Led predictive modeling of rail temperatures for Jacksonville corridor; used XGBoost with 25-location features; implemented data pipelines with Pandas and Airflow; deployed on AWS with MongoDB storage; introduced automated drift detection and performance monitoring to sustain long-term accuracy.
Machine Learning Engineer at Sirius Review - Australia
April 1, 2023 - April 1, 2023Developed ML models to forecast NFT trade performance; built data pipelines from blockchain and market sources; applied NLP techniques for sentiment analysis; deployed models with a Tableau dashboard for stakeholders.
Graduate Assistant at Kwame Nkrumah University of Science and Technology
June 30, 2020 - June 30, 2020Mentored undergraduate students in data science projects; provided academic and research support in data science and ML; contributed to department tasks leveraging data-driven approaches.
Generative AI Engineer (Remote) at Freelance / Remote (Generative AI Engineer)
September 1, 2025 - September 1, 2025Delivered production-grade multi-agent AI systems for clients across e-commerce, materials science, and generative AI domains. For NextGenMaterials, deployed a domain-optimized multi-agent system (GPT-4.1, LangGraph) reducing lithium extraction analysis time from days to hours; built hybrid data infrastructure (PostgreSQL, Pinecone) with RAG pipelines and human-in-the-loop evaluation; production-deployed on AWS with Docker, CI/CD, and centralized monitoring. For EstiloAI, built an AI-powered fashion B2B SaaS platform serving thousands of customers; developed a multimodal LLM pipeline (LangChain, LangGraph, Qdrant, Langsmith, PostgreSQL, Gemini) to extract product attributes and enable semantic search across 2K+ items; designed a multi-agent routing system to answer support queries and locate outfits, improving auto-resolution and reducing response times. For a Northern Europe VC firm, automated due-diligence research with LangGraph-based agents for data collection, summarization, and p
AI Engineer (Remote) at Webicient
July 1, 2024 - July 1, 2024Delivered scalable, reliable AI-powered knowledge workflows for Besti, an enterprise LLM chatbot platform used by 200+ users with 80% faster query resolution. Built data ingestion pipelines (web scraping, PDFs, sitemaps, cloud storage) and integrated MySQL for structured data, LangChain, and Pinecone for fast semantic search with optimized metafilters to ensure privacy and context accuracy. Built FastAPI services with real-time streaming via Pusher, containerized with Docker, and deployed to GCP with Grafana-based monitoring. Developed evaluation protocols and human-in-the-loop validation to reduce hallucinations by ~40% and achieve 90%+ user satisfaction. Created a centralized data warehouse (BigQuery) for analytics, with Looker dashboards to drive marketing and product decisions.
Machine Learning Engineer (Remote) at Selected Client Projects
April 1, 2023 - April 1, 2023Collaborated on multiple client projects including Harvard University (tweet engagement optimization and domain adaptation with DistilRoBERTa), Clear Blade (rail safety temperature prediction using XGBoost with 25 locations and drift monitoring), Sirius Review (NFT price forecasting with NLP on social data and blockchain sources), and Zayed University (COVID-19 mortality/ICU admission predictions using TabNet). Deployed models on GCP with serverless components, Docker, and MongoDB storage; implemented drift detection, feature engineering, and comprehensive model evaluation for reliability and interpretability; produced dashboards and reports for stakeholders.
Graduate Assistant at Kwame Nkrumah University of Science and Technology
June 1, 2020 - June 1, 2020Mentored undergraduate students in data science and machine learning projects, helping them integrate ML concepts with electrical engineering fundamentals. Provided academic and research support to the department to aid project completion and student success.
Senior Voice AI Engineer at JoAmpsConsult - Global
January 1, 2026 - April 1, 2026Architected a full-duplex, real-time voice pipeline using WebRTC (LiveKit), enabling human-like conversational flow with interruption handling and sub-second latency. Built a production-grade conversational system using STT, LLM, and TTS, with fallbacks to GPT-4.1-mini, Gemini 2.5 Flash, ElevenLabs, Cartesia, and Deepgram. Orchestrated dynamic dialogue, tool usage, and contextual reasoning during live calls, including autonomous scheduling and email actions via Cal.com API and Resend. Designed a high-performance RAG layer (Qdrant + OpenAI embeddings) to inject business knowledge into live responses within milliseconds. Implemented secure Next.js frontend with ephemeral JWTs and containerized the system with Docker, deployed across LiveKit Cloud and Vercel Edge for globally distributed, always-on voice interactions. Created intelligent fallbacks and asynchronous persistence of summaries into PostgreSQL for follow-up.
Senior Generative AI Engineer at Xceed365HR – West Africa
November 1, 2025 - April 1, 2026Architected and deployed a supervisor-led multi-agent system using LangChain and LangGraph to automate complex enterprise HR workflows (leave, performance evaluation, policy discovery, approvals, PII updates). Built onboarding agents spanning Teams, web, and mobile, including OCR-based ID verification, secure banking information collection, and hardware provisioning. Implemented a hybrid retrieval layer (semantic + lexical search with Pinecone) and PostgreSQL for structured data, with MCP servers for real-time data access. Developed in an asynchronous FastAPI backend with robust memory and context management. Established an enterprise MLOps stack (LangFuse, RAGAS) in a self-hosted Dockerized environment, reducing hallucinations by 35% and speeding task completion by 60%, with strong observability.
Senior Generative AI Engineer at NextGenMaterials – USA
May 1, 2025 - November 1, 2025Designed and deployed a domain-optimized multi-agent RAG system (GPT-4.1, LangGraph) that reduced lithium brine analysis time from days to hours. Built scalable AWS backend with Docker, and a hybrid data layer (PostgreSQL + Pinecone) for context-aware semantic search. Implemented evaluation frameworks with human-in-the-loop and scientific safety guardrails to ensure reliability. Collaborated with electrochemical experts to validate outputs and with frontend engineers for seamless UX.
Senior Generative AI Engineer at EstiloAI – Africa
July 1, 2024 - June 1, 2025Built an AI-powered fashion B2B SaaS platform used by 10+ brands across Africa, delivering thousands of customer experiences via integrated website and WhatsApp. Developed a multimodal LLM pipeline (LangChain, LangGraph, Qdrant, PostgreSQL, Gemini) to extract outfit attributes and power semantic search. Architected a multi-agent system with a Support Agent and a Personalization Agent to enable natural language shopping. Achieved 80% automatic query resolution and 90%+ improvements in response times, with production deployment on AWS, autoscaling, CI/CD, and observability.
Customer Support Agent at Webicient – Sweden
May 1, 2023 - July 1, 2024Delivered scalable, AI-powered knowledge workflows via Besti, an LLM chatbot platform. Oversaw Python backend and AI architecture for enterprise usage (200+ users) with faster query resolution. Built data ingestion pipelines from PDFs, sitemaps, cloud storage, etc., and integrated MySQL with LangChain and Pinecone for fast semantic search. Implemented real-time streaming with Pusher, containerized with Docker, and deployed to GCP with Grafana dashboards. Established evaluation protocols and reliability checks with human-in-the-loop validation to reduce hallucinations by ~40% and achieve high user satisfaction.
Senior Machine Learning Engineer (Remote) at Harvard University
January 1, 2019 - April 1, 2023Led AI initiatives to enhance Ghanaian political tweet engagement. Developed and deployed models that increased engagement by 25%, and reduced perplexity by 27% via domain-adapted DistilRoBERTa. Finetuned GPT-3 for virality optimization, achieving 25% improvement in engagement. Deployed on Google Cloud (Cloud Run, Docker) with a cross-functional collaboration approach.
Senior Machine Learning Engineer at Clear Blade – USA
January 1, 2019 - April 1, 2023Led a predictive modeling project for rail safety, estimating rail temperatures 48 hours ahead with 1°C error. Used XGBoost with 25 locations, engineered features, and implemented data pipelines with pandas and Airflow. Deployed on AWS and stored results in MongoDB; implemented automated data and concept drift detection to ensure long-term stability.
Senior Machine Learning Engineer at Sirius Review – Australia
January 1, 2019 - April 1, 2023Built ML models to forecast NFT prices with ~10% ROI on a portfolio. Constructed data pipelines using pandas and Spark, integrating data from blockchain sources, Parsec/OpenSea APIs, and social media; stored results in PostgreSQL. Applied NLP techniques (lemmatization, stopwords removal, sentiment analysis) and deployed a suite of models (Random Forest, Prophet, XGBoost, LightGBM) with continuous retraining and dashboards in Tableau for stakeholders.
Graduate Assistant at Kwame Nkrumah University of Science and Technology
September 1, 2019 - June 30, 2020Mentored undergraduate students in data science and ML projects, providing foundational training and academic support to integrate data science with electrical engineering concepts.
Consulting Project Lead / Data Scientist at Consulting Firm – India
January 1, 2019 - April 1, 2023Optimized shipping costs using ML models (regression, LightGBM, XGBoost, random forests) across European routes. Processed large datasets with pandas and MongoDB; collaborated with cross-functional teams to deploy ML solutions with CI/CD and containerization for production use.
Education
MPhil Electrical/Computer Engineering at Kwame Nkrumah University of Science and Technology
January 1, 2023 - September 10, 2025BSc Electrical/Computer Engineering at Kwame Nkrumah University of Science and Technology
January 1, 2016 - September 10, 2025MPhil Electrical/Computer Engineering at Kwame Nkrumah University of Science and Technology
January 11, 2030 - January 1, 2023BSc Electrical/Computer Engineering at Kwame Nkrumah University of Science and Technology
January 11, 2030 - January 1, 2016MPhil Electrical/Computer Engineering at Kwame Nkrumah University of Science and Technology
January 11, 2030 - January 1, 2023BSc Electrical/Computer Engineering at Kwame Nkrumah University of Science and Technology
January 11, 2030 - January 1, 2016MPhil Electrical/Computer Engineering at Kwame Nkrumah University of Science and Technology
January 11, 2030 - January 1, 2023BSc Electrical/Computer Engineering at Kwame Nkrumah University of Science and Technology
January 11, 2030 - January 1, 2016MPhil Electrical/Computer Engineering at Kwame Nkrumah University of Science and Technology
January 11, 2030 - January 1, 2023BSc Electrical/Computer Engineering at Kwame Nkrumah University of Science and Technology
January 11, 2030 - January 1, 2016MPhil Electrical/Computer Engineering at Kwame Nkrumah University of Science and Technology
January 1, 2023 - November 5, 2025BSc Electrical/Computer Engineering at Kwame Nkrumah University of Science and Technology
January 11, 2030 - January 1, 2016MPhil at Kwame Nkrumah University of Science and Technology
January 11, 2030 - January 1, 2023BSc Electrical/Computer Engineering at Kwame Nkrumah University of Science and Technology
January 11, 2030 - January 1, 2016Qualifications
Industry Experience
Software & Internet, Financial Services, Professional Services, Education, Media & Entertainment, Healthcare
Skills
Experience Level
Expert
Expert
Expert
Expert
Expert
Expert
Expert
Expert
Expert
Expert
Expert
Expert
Expert
Expert
Expert
Expert
Expert
Expert
Intermediate
Intermediate
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