Multidisciplinary by design.
Calibration-first by principle.

I work at the intersection of AI, behavior, systems thinking, and symbolic pattern-recognition systems to help people make clearer decisions.

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○ Core positioning

How I describe the work

Applied human systems architect.

I work at the intersection of AI, behavior, systems thinking, and decision-making.

I design systems that help humans think, communicate, and decide more clearly.

○ Four pillars

Four pillars behind the calibration system

Tony has expertise across AI Product Engineering, Behavioral Psychology, Facilitation, and Symbolic Intelligence.

1. AI / Product / Engineering

Ex-Rakuten Engineer, Certified Cybersecurity Champion, Mindreader CTO & Co-founder
Mindreader raised $500k in angel funding after demonstrating early traction and innovative technology.
Mindreader gained traction with paying customers, and was featured by Yahoo and CNA.
Conceptualized and built the world's first productized physiognomy communication-style model combining expertise in computer vision, proprietary data, and sales psychology.
Codified a proven sales framework taught in Citibank, DBS, and Great Eastern into a scalable product, and consulted for firms like AIA, CIMB, and Manulife on sales tech.

2. Behavioral psychology / Human systems

Operationalized psychometric systems through Mindreader's products and workflows.
Built personality inference models and temperament mapping frameworks.
Integrated behavioral interpretation into practical communication workflows.
Tested behavioral interpretation in live commercial and advisory contexts.
Built ChartMaster chatbot with 4.5/5 rating, thousands of users, and 1,000+ AI-assisted reflection conversations.

3. Facilitation / Education / Workshops

Google Machine Learning Facilitator (1st in Singapore) and certified over 1,000 students.
Built and launched a certified training program on personality-based client engagement under Mindreader, with recognition within Singapore's continuing education ecosystem (SkillsFuture) and IBF Singapore.
Co-facilitated sales trainings for major clients in markets including Singapore, Hong Kong and Dubai, for hundreds of sales professionals, financial advisors, and HNW consultants.
Hosted Network School workshops for founders and builders in Forest City, Malaysia.

4. Symbolic pattern recognition

10+ years of exploration and applied study in symbolic systems and Chinese metaphysics.
Formal Qi Men Dun Jia certification under a reputable Singapore-based master.
100+ consultations across private sessions, workshops, and strategic discussions.
Applied I Ching, Five Elements, and systems harmony as reflective decision tools.
Built frameworks connecting psychometrics, behavioral systems, communication patterns, and symbolic interpretation.
Frames BaZi/QMDJ as symbolic pattern languages and decision-support architectures, not supernatural authority.

○ Awards and ecosystem

Recognized across technology, AI and human systems.

Tech awards and recognition

Tech X Summit / Speaking

Excellence in AI & Behavioral Technology Leadership Award from Tech X Summit, alongside conference speaking engagements on AI, behavioral systems, and applied technology.

Startup ecosystem

Startup and founder ecosystem recognition across Y Combinator Startup School, Microsoft for Startups, Google for Startups, AWS Activate, and incubation in SMU's BIG by IIE, alongside related technology programs.

Business awards

APAC Insider / South East Asia Business Awards (Most Innovative Client Engagement Solutions Provider).
CIOReview APAC (Personality AI Company of the Year in APAC).
CEO Review C-Suite Awards (Customer Insights Software CTO of the Year, South East Asia).

From Pattern to Decision

The common thread across my work is pattern recognition.

AI reveals patterns in data.
Psychometrics reveals patterns in behavior.
Symbolic systems reveal patterns in timing, tension, and personal rhythm.

The value is not prediction.

The value is clarity — knowing what to build, what to stop forcing, and what direction fits the person behind the work.

○ Full social proof

What people experienced through the work.

Because this work blends technology, strategy, human behavior, and symbolic systems, the testimonials are organized by the kind of value they reflect.

Read the full quotes across AI / Product, Behavioral Systems, Facilitation, and Symbolic Pattern Recognition.

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Multidisciplinary by design.Calibration-first by principle.