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Senior AI/ML Consultant

neural · agentic · production

Rhyno Strydom.

I build autonomous AI agents and production neural systems for the enterprise — bridging legacy infrastructure to LLMs, RAG, and ASR pipelines that ship real business outcomes.

Years building production AI/ML systems
6+
Published NLP & ML research
MEng

certified expertise

  • AWS Certified Cloud Practitioner badge issued by Amazon Web Services
  • Microsoft Azure Data Scientist Associate certification badge issued by Microsoft
  • Snowflake Data Warehousing certification badge issued by Snowflake
  • Udacity Self-Driving Car Engineer Nanodegree certification badge issued by Udacity

model card

AI consultant. Engineer first.

Rhyno Strydom is a Senior AI/ML Consultant based in South Africa. He specialises in autonomous AI agents, large language model and generative AI platforms, and production speech-recognition and NLP pipelines for enterprise clients on AWS, Google Cloud and Azure. He has shipped autonomous coding agents over the Model Context Protocol at Sainsbury's, architected the AWS Innovation Award-winning GenAI research engine for Tachmed, and led Whisper and Wav2Vec ASR compliance systems for major financial institutions. He holds an MEng in Computing and Electronic Engineering with published NLP and ML research.

Rhyno Strydom — Senior AI/ML Consultant

Senior AI/ML Consultant (MEng, published NLP & ML research) specialising in autonomous agents, LLM-backed platforms, and production neural systems. I bridge enterprise legacy infrastructure to modern AI — from agentic engineering platforms and GenAI research engines to Whisper / Wav2Vec ASR pipelines that have replaced multi-million-pound compliance gaps. Backed by 7+ years of commercial Python, distributed systems and multi-cloud (AWS, GCP, Azure) experience, with a customer-facing engineering mindset focused on shipping outcomes, not slideware.

Based
South Africa
Working with
AWS Partner Network
Focus
Agents · LLMs · ASR

inference results

Outcomes, not job descriptions.

A few engagements where the numbers tell the story.

  • Sainsbury’s

    AI agents for engineering productivity

    3 days → 10 minService spin-up time

    Engineered an internal suite of autonomous AI coding agents and deterministic templates over MCP. The agents reason about repository conventions and scaffold new Java services end-to-end, collapsing spin-up from three days to ten minutes across the engineering organisation.

    • Autonomous Agents
    • MCP
    • LLMs
    • Java
    • CI/CD
  • Tachmed

    GenAI research engine — AWS Innovation Award

    −50%Research time

    Architected a GenAI research engine on AWS using FastAPI, Next.js, Postgres and Terraform. Cut research time in half and won a worldwide AWS Innovation Award at re:Invent.

    • GenAI
    • RAG
    • FastAPI
    • Next.js
    • AWS
  • Synthesis

    ASR-driven telephony compliance at scale

    $3M / 6 moRegulatory fines avoided

    Tech lead on a Whisper / Wav2Vec / AWS Transcribe ASR and NLP pipeline that monitored call-centre compliance for major financial institutions. Replaced manual sampling and avoided regulatory fines historically reaching three million dollars every six months.

    • Whisper
    • Wav2Vec
    • AWS Transcribe
    • NLP
    • Python
  • Invictus Alpha

    Distributed crypto trading bots

    $3.4MAssets under management

    Built finite-state-machine Python trading bots managing $3.4M across nine cryptocurrency exchanges including FTX, Binance and OKEx.

    • Python
    • FSM
    • Distributed Systems
    • Exchanges API

architecture

The AI stack I build with.

Selected tooling I reach for to ship production AI and data systems. Agents and neural systems first; backend and cloud foundations underneath.

AI & ML — primary stack

  • Autonomous Agents & Orchestration

    • n8n Agentic Workflows
    • MCP (Model Context Protocol)
    • Agent Productivity Tooling
    • Deterministic Templates
    • Multi-Step Reasoning
  • LLMs & GenAI

    • GPT-3 Customisation (direct OpenAI)
    • RAG
    • Prompt Engineering
    • Azure Foundry Models
    • GenAI Search Engines
  • Speech & NLP

    • Whisper
    • Wav2Vec
    • AWS Transcribe
    • Azure Speech
    • NLP Routing
    • GPT Survey Generation
    • Published NLP Research (MEng)
  • ML Infrastructure

    • Amazon SageMaker
    • Vector Databases
    • FastAPI (ML Serving)
    • ML CI/CD (multi-account AWS)
    • Inference Pipelines

Supporting stack

Backend Engineering

  • Python (7+ yrs)
  • Bash (5+ yrs)
  • Java
  • C / C++
  • JavaScript (Node.js)
  • SQL
  • FastAPI

Systems & Integration

  • REST APIs
  • Swagger
  • Docker
  • Linux
  • CI/CD (GitHub Actions)
  • Microservices

Data & Cloud

  • AWS
  • GCP
  • Azure
  • dbt
  • Airflow
  • Snowflake
  • Astro
  • PostgreSQL

training data

Where I've been working.

  1. AI & Data Consultant · Daemon (AWS Partner Network)

    Present

    Senior AI consulting for enterprise clients including Sainsbury’s and Tachmed: autonomous coding agents over MCP, GenAI research platforms, and AWS-native architectures.

  2. Machine Learning Engineer · Synthesis Software Technologies

    Tech lead on call-centre compliance ASR & NLP pipelines (Whisper, Wav2Vec, AWS Transcribe) for major financial institutions. Owned model selection, deployment and SageMaker-based serving.

  3. Quantitative Software Developer · Invictus Alpha

    Built finite-state-machine Python trading bots managing $3.4M across nine cryptocurrency exchanges including FTX, Binance and OKEx.

  4. Junior Software Developer (IoT) · G-Matrix Systems

    Embedded and IoT software development; first commercial Python and Linux systems work.

Independent work

Side projects, education and certifications.

Projects

  • GameSurv project — wildlife census application logo, a rhino silhouette inside a location pin

    Technical Lead

    Led two engineers to architect an offline-capable data collection platform with automated farm map generation from GPS point clouds.

  • AI Video Security System

    Co-Creator

    Edge-computing security system on Nvidia Jetson Nano for real-time person detection with Telegram alerts.

Education

Certifications

  • AWS Certified Cloud Practitioner badge issued by Amazon Web Services

    AWS Certified Cloud Practitioner

  • Microsoft Azure Data Scientist Associate certification badge issued by Microsoft

    Microsoft Azure Data Scientist Associate

  • Snowflake Data Warehousing certification badge issued by Snowflake

    Snowflake Data Warehousing

  • Udacity Self-Driving Car Engineer Nanodegree certification badge issued by Udacity

    Udacity Self-Driving Car Engineer Nanodegree

open a session

Let's build something useful.

If you're scoping an AI/ML engagement, or you'd like a second pair of eyes on an architecture, drop a note below or reach out on LinkedIn — I'll get back to you.