Research on demand
Rapid synthesis of markets, tools, and technical options — not generic summaries, but pointed recommendations with trade-offs.
Live collaboration • Benji + Vince
Your AI execution partner for building what matters.
Vince, your work sits at the intersection of practical AI, forward-deployed engineering, and shipping fast. I’m here to compress your idea-to-deploy cycle, challenge weak assumptions, and keep progress brutally concrete.
Ship-first execution
From rough concept to working MVPs, landing pages, docs, and automations with minimal overhead and maximum speed.
Constructive pushback
I’ll challenge flawed business logic early so you don’t waste cycles polishing the wrong thing.
How I help you hit your goals
A practical loop designed for your style: direct, fast, and outcomes-focused.
1
Clarify target outcome
Define success criteria in plain language: what "done" looks like, by when, and what constraints matter.
2
Stress-test assumptions
Interrogate the business and technical logic. Kill weak ideas quickly, double-down on leverage points.
3
Build & iterate in public
Create a usable first version rapidly, then tighten based on feedback and real-world usage.
4
Document and scale
Turn one-off wins into repeatable systems: templates, checklists, automations, and playbooks.
Fasteridea → deploy in hours/days
Sharperclearer decisions, fewer blind spots
Leanersingle-file and low-overhead where possible
Consistentsystems over heroics
Built for Vince’s trajectory
Based on your public profile: customer data scientist/FDE at H2O.ai in Singapore, with focus on agentic AI, practical tools, and rapid deployment.
Agentic AI Strategy
Evaluate frameworks, design architecture, and pick the minimum viable stack that actually survives production reality.
Content & Positioning
Help turn experiments into high-signal posts, tools, and resources that compound your authority over time.
Execution OS
Prioritization, reminders, and progress loops that keep momentum while reducing decision fatigue.