About Dave Liew - The Smart Iteration Builder
I run iteration cycles while others plan perfect solutions. AI-assisted tools + hands-on projects = faster validation, not theoretical frameworks.
My Journey - From Technical Consultation to AI Solutions
How real-world projects taught me to ship solutions, not frameworks.
Current Reality: Working Across Domains
I work at The Sustainability Service while running Agentic Brewery as my AI Solutions Studio. This dual perspective gives me unique insight into both enterprise operations and SME constraints.
Through my role as RBN AI Interest Group Leader, I bridge the gap between "AI will transform everything" and practical implementation for small companies. I see firsthand what works and what doesn't.
Technical Foundation
Professional JavaScript proficiency and growing Python skills, combined with technical consultation experience including work with Meta team members. I understand both the technical possibilities and business constraints.
But more importantly: I focus on shipping working solutions rather than perfect architectures. Implementation over theory, always.
Cross-Industry Experience
Through Agentic Brewery, I've worked with:
- Ray of Joy Therapy: AI workflows and MCP automation for speech therapy operations
- The Sustainability Service: Deep research agents using RAG and LangChain for sustainability insights
- One Dollar Only: Phased AI transformation with custom tool builds for B2B gifting services
Each project teaches me new patterns about what works in real business environments with real constraints.
Why I Build for SMEs
SMEs need enterprise-grade AI solutions without enterprise timelines or budgets. Big consultancies assign junior teams to "smaller" clients. Product companies force-fit SMEs into enterprise workflows.
I give you direct access to technical expertise gained across multiple industries. I adapt my process to your actual constraints. Result: You get custom solutions that fit how you work, delivered in weeks not months.
About Me - Dave Liew
The builder behind the solutions.
David Liew
Cross-Domain Builder
Technical consultation experience + practical AI focus = shipping custom AI solutions while others schedule discovery meetings. My work with Meta team members and hands-on projects across therapy, sustainability, and e-commerce taught me what actually works under real constraints.
I understand not just what's technically possible, but what can be validated quickly in real businesses. No theoretical frameworks—I build solutions that test real assumptions and iterate based on actual user feedback.
I champion rapid iteration over AI hype, helping SMEs leverage AI-assisted development to test assumptions faster and reach market quicker. The result: AI solutions that enhance human capability through validated learning cycles.
Why I Build Agentic AI Solutions
Implementation over theory, partnership over replacement.
Through my work leading AI initiatives and building solutions across multiple sectors, I've learned that AI needs to partner with human expertise, not replace it. I build AI that amplifies what businesses already do well, working with real constraints rather than against them.
Agentic AI isn't about smarter algorithms—it's about AI that can set goals, make decisions, and act with intention while respecting human constraints. I build systems that understand context, learn from experience, and pursue outcomes that actually matter to your business.
My approach centers on implementation partnership. I don't just deliver code and disappear. I ship working solutions, iterate based on real usage, and document what we learn together so your team can build on our foundation.
- Agency: AI that can set and pursue goals within your business constraints.
- Collaboration: AI as implementation partner that amplifies your existing expertise.
- Learning: Systems that evolve with your workflow patterns and business needs.
- Impact: Measurable ROI in weeks, not theoretical possibilities in months.
"I ship AI that enhances human capability rather than replacing it. Because the best solutions emerge when constraints meet creativity."
Why I Work Differently Than Everyone Else
Direct expertise without consulting overhead.
vs. Big Consultancies
They Do
Assign junior teams, use standard frameworks, spend months on analysis, charge enterprise rates
I Do
Work directly with you, build custom solutions, ship working prototypes in weeks, price for SME reality
vs. SaaS Companies
They Do
Force-fit your processes, limited customization, vendor lock-in, ongoing subscription dependencies
I Do
Adapt solutions to your workflow, complete customization, you own the outcome, clear project investment
Our Values
The principles that guide us.
Implementation Over Theory
"I ship in weeks what others plan for months." We focus on rapid prototyping and immediate business value, cutting through AI hype to build solutions that work.
Cross-Domain Synthesis
10 years ops + 5 years code = unique advantage. We bridge business wisdom AND technical depth, creating solutions that strengthen each other.
Collaborative Learning
We turn failures into features through partnership. Every setback becomes systematic advantage by learning together, documenting insights, and building on collective understanding. Your expertise + our implementation = better outcomes.
Energy-Optimized Process
Work with natural patterns, not against them. Sprint vs. think cycles that maximize cognitive peaks and build antifragile systems.
Learn More
Dive deeper into agentic AI concepts.