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๐Ÿ‘ฉ๐Ÿฝโ€๐Ÿ’ปtalk is cheap, show me the code
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๐Ÿ‘ฉ๐Ÿฝโ€๐Ÿ’ปtalk is cheap, show me the code

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NickiMash17/README.md

Typing SVG

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โš“ Navigation Officer โ†’ AI Engineer

Six years as a commissioned Navigation Officer in the South African Navy โ€” high-stakes ops, zero margin for error. I brought that same discipline into AI engineering.

Today I maintain and ship features across three live production AI systems at Always Enough LLC, the global tech company behind the Marisa Peer RTT brand.

Recognised as a Geekulcha Top 15 AI Innovator (SA, 2026) and AIMS Hackathon Winner with Mila Quebec AI Institute ร— QUT โ€” applying NLP and Explainable AI to human rights compliance at scale.


nicolette = {
    "role"       : "Junior AI Software Engineer @ Always Enough LLC",
    "background" : "SA Navy Officer (2015โ€“2021) โ†’ AI Software Engineer",
    "location"   : "South Africa ๐Ÿ‡ฟ๐Ÿ‡ฆ  |  Open to Europe relocation",
    "production" : [
        "Azure Durable Functions โ€” Audio & Compliance Pipeline",
        "Multi-Timezone Scheduling Automation (Azure Functions)",
        "Executive AI Productivity Agent (LangChain + Asana + Gmail)"
    ],
    "certs"      : ["AZ-204 @ 92%", "DP-900", "AZ-400 in progress"],
    "wins"       : ["๐Ÿ† AIMS Hackathon 2025", "โญ Geekulcha Top 15 AI SA 2026"],
    "open_to"    : ["AI Engineering", "Cloud Engineering", "Full-Stack"],
    "mode"       : ["Remote โœ“", "Hybrid โœ“", "Relocation โœ“"]
}

๐Ÿš€ Production @ Always Enough LLC

Three live AI systems powering the Marisa Peer RTT brand worldwide.

๐ŸŽ™๏ธ Audio & Compliance Pipeline

Azure Durable Functions pipeline โ€” ingests audio/business data โ†’ AI compliance analysis โ†’ automated reports on schedule.

Azure Durable Functions Python NLP Azure Blob

๐Ÿ“… Scheduling Automation

Monitors live agent availability across global timezones. Auto-manages booking capacity. Onboards new agents end-to-end.

Azure Functions Multi-timezone TypeScript

๐Ÿค– Executive AI Agent

AI productivity agent integrated with comms and task platforms. Delivers automated scheduled digests for exec decisions.

LangChain Asana API Gmail API Azure


๐Ÿ› ๏ธ Tech Stack


Domain Stack
Languages Python ยท TypeScript ยท JavaScript ยท C# ยท SQL
AI & Agentic LangChain ยท LangGraph ยท DSPy ยท RAG ยท NLP ยท OpenAI ยท ElevenLabs ยท ChromaDB
Cloud Azure AZ-204 ยท Azure Durable Functions ยท Azure Blob ยท Azure DevOps ยท Docker ยท Vercel
Frontend React ยท Tailwind CSS ยท HTML5 ยท CSS3
Backend Node.js ยท FastAPI ยท ASP.NET Core ยท REST APIs
Databases PostgreSQL ยท MongoDB Atlas ยท ChromaDB ยท Firebase ยท SQL Server
Integrations Gmail API ยท Asana API ยท Google Drive API ยท Google Calendar API

๐Ÿ† Projects

๐ŸŒ EmpowaAI

Open-source AI career platform for South African youth

empowa-ai.co.za ยท Sole developer & maintainer

CV intelligence ยท Interview coaching ยท Digital Economic Twin ยท Skill-based opportunity matching ยท Real beta users

React FastAPI OpenAI MongoDB

๐Ÿ›ก๏ธ AI Compliance Interrogator

AIMS 2025 Hackathon Winner ๐Ÿฅ‡ ยท International Podcast Feature

Mila Quebec AI ร— QUT. NLP pipeline for large-scale human rights compliance. React frontend + pgvector + Explainable AI.

.NET Python Azure pgvector

๐ŸŽ™๏ธ Interview Replay

AI mock interview tool ยท Live production

interviewreplay.netlify.app

AI-generated questions by role ยท Real-time scoring ยท Session replay ยท Prompt-engineered structured feedback

JS OpenAI Netlify

๐Ÿ“š BookReviewApp

Full-stack platform ยท Clean architecture

User auth ยท Content moderation ยท Full CRUD ยท RESTful APIs via ASP.NET Core ยท EF Core migrations for scale

C# ASP.NET SQL


๐Ÿ“Š GitHub Stats


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๐Ÿ“ˆ Impact Numbers

Metric Context
โ›ฝ โˆ’10% fuel use Navigation optimisation, SA Navy
๐Ÿ† Hackathon Winner AIMS 2025 โ€” Mila Quebec AI ร— QUT
โญ Top 15 in SA Geekulcha AI Innovators 2026
๐Ÿ“œ AZ-204 @ 92% Renewed 2026
๐ŸŸข 99.9% uptime Azure production systems
๐Ÿ‘ฉโ€๐Ÿ’ป 3 live systems Always Enough LLC, May 2026โ€“

๐ŸŽ“ Timeline & Credentials

Period Role Organisation
2012โ€“2015 Naval Officer Cadet South African Navy
2015โ€“2021 Junior Navigation Officer South African Navy
2024 AI Model Trainer Outlier AI
2025 Software Engineering Intern Coast IT (Pty) Ltd
2026โ€“ Technical Trainer (Volunteer) TechBridle Foundation
May 2026โ€“ Junior AI Software Engineer Always Enough LLC ยท Dubai (Remote)

AZ-204 DP-900 AZ-400 Geekulcha AIMS


๐ŸŽฎ Fun Zone

GitHub snake

๐Ÿ† Trophies


๐Ÿ“ฌ Let's Connect


Typing SVG


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โš“ From navigating oceans to architecting AI systems โš“

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