Live
Agentic AI workforce
Eight specialised AI roles orchestrated in Claude Cowork Projects across content, sales, finance, HR, IT and operations, each governed by a written mandate. Lets a two-person team run a six-function business.
Positioning
He teaches agentic AI from systems he runs — not slides he collected.
Arvin walks into a classroom having shipped that morning. A live eight-role AI workforce handling content, sales, finance, HR, IT and operations. A self-hosted full-stack agentic platform with realtime voice. A WhatsApp support agent running on a local model with its own retrieval knowledge base.
His learners don't watch a demo — they fork the real reference build and leave with their own workflow deployed. Underneath the engineering is a seventeen-year training career grounded in organisational psychology and quantitative method: a double degree from Murdoch University, ACLP certification from IAL Singapore, and a proprietary ROI methodology applied to every engagement.
That combination is the point. He teaches the decision layer and the build layer — how to frame a business question as a measurable analysis, and how to ship the agent that acts on the answer. He can hold the room with a C-suite sponsor and the terminal with their developers, in the same session.
Most AI trainers explain the technology. Arvin operates it in production, then teaches what actually broke.
Built, not briefed
Five capabilities, demonstrable on screen
Everything below is running or shipped. It doubles as the teaching material — learners see the real system, including the parts that failed first.
Shipped
Full-stack agentic platform
A self-hosted Flask and WebRTC application replacing roughly US$300 a month of SaaS — browser-to-model realtime voice, ephemeral-token security, nine integrated APIs, 23 of 23 unit tests green through every refactor. A multi-hour vendor TLS outage was routed around in ten seconds with zero downtime. This is the build Accelerator learners fork.
Live · 24/7
Local-LLM RAG agent
"Project Abigail" — a WhatsApp inquiry agent on Ollama qwen2.5:3b with an eight-document retrieval knowledge base, answering first-touch enquiries autonomously on owned infrastructure.
Proprietary
AI governance framework
Capstone's own standard for agent mandates, human oversight boundaries, escalation rules and responsible-AI operating limits. Taught as core curriculum, not an appendix.
Instructor-led
AI coding assistants
Hands-on GitHub Copilot and Claude Code training for engineering audiences — real implementation patterns for senior technical leads and SMEs, not a tool tour.
Open source · github.com/arvinnereus
The work is public
Shipped applications and Claude skills, in the open, with commit history. Anyone evaluating him as an AI trainer can read the code before booking the session.
arvinnereus/baruch
A fully local, botless AI meeting notetaker for macOS — whisper.cpp transcription, speaker diarization and voice recognition, templated AI notes via Ollama. Zero cloud, zero tokens.
PythonLocal LLM
arvinnereus/capstone-crm
Business CRM — pipeline, contacts, finance and analytics — with an AI content-creation module. Next.js running on Cloudflare Workers.
TypeScriptEdge / Workers
arvinnereus/megaapp1
The full-stack agentic business platform described above — the live reference build Accelerator participants fork on the day.
Flask · WebRTCReference build
arvinnereus/wwad
"What Will Apple Do" — a Claude skill that critiques any product artifact through Apple's product doctrine and returns ranked, concrete cuts plus an optional simplified redesign.
ShellClaude skill
arvinnereus/enterprise-design-thinking
A Claude skill that facilitates IBM Enterprise Design Thinking — the principles, the Observe-Reflect-Make loop, the Keys (Hills, Playbacks, Sponsor Users) and the activity toolkit.
SkillIndependent
Signature programmes
Nobody leaves with only a certificate
Every applied programme carries a shipping standard: a working artefact running in the learner's own business by the end of the last session.
Agentic AI Accelerator
Walks through the production reference build, then each participant ships their own variant — an agent wired into a real business process, not a sandbox.
You leave withA functional agentic app and a live workflow in your business.
AI Launchpad
Prompt engineering, workflow mapping and responsible-AI governance, applied to the participant's own operation rather than a generic case study.
You leave withA working Claude Project and a 30-day implementation plan.
Data Science & Statistical Analytics Strategy for Business
Turning a business question into a measurable analysis: framing the hypothesis, choosing the right test, reading significance honestly, and moving from descriptive reporting to inference and prediction. Regression, experiment design, KPI and dashboard architecture — taught for decision-makers, not statisticians.
You leave withAn analysis plan for a live business question, and the judgement to know when the numbers do not support the decision.
AI Tools & Techniques
Delivered to 192 professionals across 50-plus organisations in 2025 with a five-star programme rating. Prompt engineering, workflow automation and generative AI in application.
You leave withA funded, nationally recognised AI competency and working automations.
Building the Next ChatGPT
"Your Journey into Advanced AI" — hands-on GitHub Copilot and Claude Code for technical audiences, from prompt fundamentals through to production-grade AI-assisted development.
You leave withA working AI-assisted development workflow in your own repository.
TikTok Affiliate Marketing
Built and accredited from scratch; 72 professionals trained across 20-plus organisations in live commerce strategy and consumer psychology.
You leave withA creator pipeline and a conversion-tested content approach.
Leadership & team dynamics
Vision Leadership, Customer Service Excellence, Team Dynamics, Para-Counselling and The Great Marina Bay Challenge™ — delivered across 500-plus organisations.
You leave withMeasured behavioural change, evaluated against TIME™.
Curriculum design & train-the-trainer
Custom programme architecture built on Enterprise Design Thinking loops, plus train-the-trainer for partner and internal L&D ecosystems.
You leave withA curriculum your own facilitators can run without him.
Methodology
Psychology and measurement first, then the technology
TIME™
ProprietaryTotal Intervention and Measurement of Effectiveness — Capstone's Kirkpatrick-based ROI methodology, invented by Arvin and applied to every engagement, so training outcomes are reported as evidence rather than sentiment.
Enterprise Design Thinking
IBM certifiedHills, Playbacks and Sponsor Users embedded in curriculum design — the programme is co-created with the client's real users before it is delivered to them.
Quantitative rigour
Statistical method carried over from research training and taught in its own right: hypothesis framing, experiment and A/B design, regression, and the honest reading of significance — so learners can tell a real effect from a convincing chart.
Experiential facilitation
Kolb learning cycles and Mezirow transformative learning, with Belbin, MBTI, DISC and DOPE diagnostics used to shape group composition and coaching — grounded in a psychology and organisational-psychology double degree.
Ship-by-end-of-day
A hard standard on every applied programme: the session is not complete until each participant has something running. It is the difference between AI awareness and AI adoption.
Credentials
Certified, appointed and accredited
IBM — 10 credentials
- Enterprise Design Thinking Practitioner
- Enterprise Design Thinking Co-Creator + Graduate Certificate
- Team Essentials for AI
- Cloud Computing Practitioner
- Blockchain Practitioner + Essentials V2
- Garage Essentials
- Cybersecurity Practitioner
- i.am vitalize Cybersecurity Track (IBM × Ngee Ann Polytechnic)
Anthropic Academy — 7 certifications, 2026
- Claude 101
- Claude Code 101
- Claude Code in Action
- Introduction to Claude Cowork
- Introduction to Subagents
- Teaching AI Fluency
- AI Fluency for Small Businesses
- Claude on Google Cloud — in progress
Adult learning
- ACLP — Institute for Adult Learning, Singapore
- WSQ-Appointed Trainer — SkillsFuture Singapore
Education
- BSc Psychology — Murdoch University, Australia (2008)
- BCom, Human Resource Management & Organisational Psychology — Murdoch University, Australia (2009)
Recognition
- Top 10 Most Promising Corporate Team Building Consultants Singapore 2024 — Asia Business Outlook
- 5-star Google rating across 362 verified reviews
Technical & analytical stack
What he actually builds with
Claude Cowork · subagent orchestration · Claude API and the Anthropic SDK · Claude Code & GitHub Copilot · Ollama with RAG · WebRTC realtime voice · OpenAI Realtime · provider-abstraction and ephemeral-credential patterns · Flask · Cloudflare R2 · Make.com · statistical modelling, regression and experiment design · KPI and dashboard architecture
Selected clients
Engagement modes
- In personSingapore base, SEA-wide on request
- Live remoteFully equipped studio; hybrid cohorts supported
- Train-the-trainerFor partner and internal L&D ecosystems
- Bespoke designCurriculum built on TIME™ and Enterprise Design Thinking
- Embedded advisoryLong-form co-creation engagements
Book a session
Bring agentic AI into the room.
Tell him the team, the timeframe and the outcome you need. He will come back with a programme shape and what your people will have running by the end of it.
Email Arvin