Builder. Changemaker. Technology Strategist. ICF-Accredited Coach.

Nedved Yang

Chief Digital & Technology Officer @ ConstellarSingapore

StabiliseSimplifyScale

Others talk about AI transformation. I ship it — across SDLC and business.

20+ years turning complex, regulated organisations into high-performing technology engines across financial services, e-commerce, retail, and media in Asia-Pacific. PhD builder who still ships code. Fewer Developers, More Builders →

Nedved Yang

About

Engineer at heart. Not the kind of CTO who stops coding — the kind who opens Google Colab on weekends to experiment with MoE architectures, vibe-codes with DeepSeek, and builds multi-agent AI systems hands-on. 150+ technical articles. 9K StackOverflow reputation reaching 1.5M developers. 20+ years turning complex, regulated organisations into high-performing technology engines. Whether it's the 2nd employee of a startup building to multi-million dollar acquisition, or a CDTO leading an AI-first SDLC transformation — I build, ship, and scale. Fewer Developers, More Builders.

Career Journey

NCSMotorolaMediacorpCrisp Media (Startup → Acquired)Global Fashion GroupDairy Farm GroupAIA SingaporeConstellar (CDTO & CISO)

20+

Years in Tech

150+

Tech Articles

~9K

SO Reputation

1.5M+

Devs Reached

PhD Software Eng. (NTU)CDAIO Program (NUS)ICF ACC/CCETOGAFPMPCSMSix Sigma

Builder DNA

Not a PowerPoint CTO — a builder who ships. Whether it's a startup from zero or a post-merger enterprise, I build with my hands and lead from the front.

Startup Builder

2nd employee of a tech startup — built APAC engineering from zero to acquisition (millions in revenue). Secured government R&D funding, built iBeacon SDK, designed rich media ad solutions across mobile and smart TV. Entrepreneurial DNA: when there's nothing, build it.

Enterprise Transformer

Consolidated 30+ legacy systems into 4 core platforms, migrated 90% to cloud, scaled to 100+ engineers across 4 countries. Led post-merger integration lifting delivery success from 20% to 100%, cut IT OPEX by 40%. Stabilise first, then scale.

Hands-on AI Builder

Codes on weekends in Google Colab. Built multi-agent career coaches with AutoGen (iterated for weeks), kid-safe AI agents with Singapore-specific PII detection, shipped with Google ADK days after release. Fine-tunes models in Node.js, vibe-codes with DeepSeek, automates UI testing with GPT-4+Playwright. 28+ technical articles — all built, not theorised.

AI-first Team Leader

Led the team's first AI-first projects — from Brown Bag sessions on GenAI to enterprise AI transformation across sales, finance, and SDLC. Built a culture where engineers experiment with LLMs, ship AI agents, and treat AI as a core engineering capability, not a buzzword.

Impact

Numbers that matter — results delivered across enterprise transformation, AI adoption, and engineering scale.

130+

Engineers Led

Across SG, MY, ID, CN

40%

Cost Reduction

IT OPEX optimisation

100×

AI ROI

$3K spend → $300K+ revenue

$300M+

VONB Scale

Digital assets managed

30→4

Systems Consolidated

Legacy to core platforms

45%→10%

Risk Reduced

Enterprise risk index

Experience

2023 — Present

Group CDTO & CISO

Constellar Group

Temasek portfolio company

Post-merger digital transformation, enterprise AI across sales/finance/engineering, and CISO accountability to the board.

2018 — 2023

Head of Digital Technology

AIA Singapore

Asia's largest insurance group

Built 100+ engineering org across 4 countries. Consolidated 30+ legacy systems into 4 core platforms. 90% cloud migration.

2018

Head of Innovation Lab

Dairy Farm Group

Giant, Cold Storage, 7-Eleven, Guardian

Set up the innovation lab. Built data lake on AWS. Drove e-grocery, omni-channel, and in-store innovation.

2017 — 2018

Group Technical Innovation Lead

Global Fashion Group

E-commerce across emerging markets

Built AI/ML pricing engine for a $1B+ revenue base. Architected global Data-as-a-Service platform across 5 ventures.

2012 — 2017

Director Software Eng. / R&D (APAC)

Crisp Media

Startup → Acquired by Quotient

2nd employee. Built APAC engineering from zero to millions in revenue and acquisition. Rich media ads across mobile and smart TV.

2009 — 2012

Principal Engineer / Manager

Mediacorp

2007 — 2009

Software Engineer

Motorola

2005 — 2007

Application Consultant

NCS

Coaching & Mentoring

ICF-Accredited Coach (ACC, CCE) passionate about unlocking potential in technology leaders and teams. I combine 20+ years of hands-on engineering leadership with professional coaching methodology to help individuals and organisations navigate complexity, build high-performing teams, and drive meaningful transformation.

Areas I Coach

  • Technology leadership transitions (IC → Manager → Director → CTO)
  • Engineering team performance & culture
  • Career coaching for senior technologists
  • AI transformation strategy & execution
  • Post-merger technology integration

Writing & Thought Leadership

150+ articles on The Constellar Digital & Technology Blog, Medium & LinkedIn

FeaturedFeb 2026

Fewer Developers, More Builders: Why We're Starting an AI-First Project

#AI-First#Builder Mindset#SDLC

Routing Meets Retrieval: Context-Aware Multi-Agent Orchestration with AG2 + FAISS

Jul 2025
#AG2#FAISS#RAG

Build Your Own Autonomous AI Agent with DeepSeek v3 and Browser-Use Web UI

Jan 2025
#DeepSeek v3#Autonomous Agent#Browser

Creating a Local AI Agent on Mac with AutoGen Builder & Microsoft Phi3

Jul 2024
#AutoGen#Phi3#Local LLM

Play with AutoGen

Oct 2023
#AutoGen#Microsoft#Multi-Agent

Building a Multi-Agent Financial Advisor Copilot with AG2, OpenAI & DeepSeek

2025
#AG2#Financial AI#Multi-Agent

Building an Agent2Agent Startup Coach with Google ADK

2025
#Google ADK#A2A#Agents

From Prompts to Programs: DSPy + DeepSeek for Better Coaching Agents

Sep 2025
#DSPy#DeepSeek#AutoGen

Building a Kid-Safe AI Agent with Multi-Layer Protection

Aug 2025
#AI Safety#TF-IDF#Content Moderation

Human-in-the-Loop Safety for High-Stakes AI Agents

Jul 2025
#AI Safety#HumanLayer#GPT-4

Supercharging Multi-Agent AI: Hybrid Routing with AG2

Jun 2025
#AG2#Multi-Agent#Routing

Play with the Newly Released OpenAI's Swarm

Oct 2024
#OpenAI#Swarm#Multi-Agent

Building an Interactive Career Coach with AutoGen GroupChat

Sep 2024
#AutoGen#Career Coach#GroupChat

Creating a Graph-Based FSM Group Chat with AutoGen & Nvidia NIM

Aug 2024
#AutoGen#FSM#Nvidia NIM

Creating an Agent with Customized Skill in AutoGen Builder

Jul 2024
#AutoGen#Custom Skills#Builder

Tree-of-Thought for LLM Reasoning

Feb 2026
#LLM#Reasoning#Tree-of-Thought

DeepSeek-Powered Query Expansion and Self-Querying in Advanced RAG

Oct 2025
#DeepSeek#RAG#Self-Querying

Understanding Inference-Time Reasoning in LLMs

May 2025
#LLM#Inference#NVIDIA NIM

RAG vs. CAG in Google Colab

Mar 2025
#RAG#CAG#Comparison

Mixture of Experts (MoE) vs. CNN: A Google Colab Experiment

Feb 2025
#MoE#CNN#Deep Learning

QKV and Multi-head Attention in LLM

Nov 2023
#Attention#Transformers#Fundamentals

PPO vs GRPO on Google Colab: Two Ways to Align Language Models

May 2025
#RLHF#PPO#GRPO

Demystifying vLLM's KV Cache, Latency & Context Isolation for Faster LLMs

Jun 2025
#vLLM#KV Cache#Inference

LLM Inference Exposed: How It Works And How to Make It Fast

Jun 2025
#Inference#Optimization#Performance

Simulating LLM Short and Long Memory with FAISS, LangChain, and Google Colab

Jun 2025
#Memory#FAISS#LangChain

Knowledge Distillation in TensorFlow: Smaller, Smarter Models

Jan 2025
#TensorFlow#Distillation#Optimization

FP32 vs. FP16 Quantization on Google Colab's Free T4 GPU

Oct 2024
#Quantization#FP16#GPU

Testing TPU vs GPU on Google Colab After Meta's Shift Toward TPUs

Nov 2025
#TPU#GPU#Meta

Simulating Distributed Training on TPU & GPU in Google Colab

Feb 2025
#Distributed Training#TPU#GPU

Back to When I First Asked "What Is a Container?" — CGroups and Namespaces on Colab

Sep 2025
#Containers#CGroups#Linux

Part 2: Super Cheap Fine-Tuning DeepSeek-7B with QLoRA, RunPod, and Cursor

Apr 2025
#QLoRA#RunPod#Fine-tuning

AI in the Browser: Run WebLLM for Local LLM Experiences

Dec 2024
#WebLLM#Browser AI#Local LLM

Try LLM and Embeddings on Nvidia NIM with Node.js

Jul 2024
#NVIDIA NIM#Node.js#Embeddings

Playing with a Machine Learning Pipeline with PyTorch and MLflow

May 2024
#PyTorch#MLflow#ML Pipeline

"Vibe Coding" on Google Colab with OpenAI & DeepSeek

Feb 2025
#Vibe Coding#OpenAI#DeepSeek

Automating UI Testing with GPT-4 + Playwright in Google Colab

Jul 2025
#GPT-4#Playwright#Testing

Exploring Opensource AnythingLLM: All-in-One AI Platform

Dec 2024
#AnythingLLM#RAG#Local AI

Experiment with AI-powered Cursor: Reflections from the Edge

Apr 2025
#Cursor#AI Coding#Developer Tools

Play with LangChain

Mar 2024
#LangChain#Framework#LLM

Building a Cheap Custom Chatbot with Gradio & Fine-Tuned DeepSeek-7B on Hugging Face

2025
#Gradio#DeepSeek-7B#Hugging Face

Tune the OpenAI Model with NodeJS

Jul 2023
#OpenAI#Fine-tuning#Node.js

Fewer Developers, More Builders (Part 2): The First Week of Going AI-First

Feb 2026
#AI-First#Cursor#Claude Code

Ctrl+Alt+Delete My Career? A Veteran Developer's Take on How LLMs Are Changing Software Engineering

2023
#LLM#Career#Software Engineering

Build a Continuous Learning Environment through Tech Brown Bag Sessions

2023
#Engineering Culture#Brown Bags#Learning

First-time Use Codes Generated by ChatGPT

2023
#ChatGPT#AI-first#Engineering

How Can We Use AI in the MICE Industry?

Feb 2023
#AI#MICE#Strategy

Get in Touch

I enjoy connecting with fellow builders and tech leaders.

Whether it's about AI, engineering culture, coaching, or just geeking out — feel free to reach out.

© 2026 Nedved Yang

Vibe-coded with AI + Next.js + Tailwind CSS

Singapore