Chandler Nguyen
@chandlernguyen.com
Blogger at Chandler Nguyen blog
Still in private alpha. Still figuring out pricing.
But when an agency asks "can we use this for multiple clients?" I can say yes.
Lesson: If you have deep expertise in a market, use it early. Don't defer to "simpler first."
Full framework: www.chandlernguyen.com/blog/2025/11...
But when an agency asks "can we use this for multiple clients?" I can say yes.
Lesson: If you have deep expertise in a market, use it early. Don't defer to "simpler first."
Full framework: www.chandlernguyen.com/blog/2025/11...
I Knew What Agencies Needed—So I Built Multi-Tenancy on Day 2 - Chandler Nguyen
August 21, 2025. Day 2 of building STRAŦUM. I was sitting at my desk with one working AI agent (Business Strategy), basic authentication, and a
www.chandlernguyen.com
November 18, 2025 at 8:34 PM
Still in private alpha. Still figuring out pricing.
But when an agency asks "can we use this for multiple clients?" I can say yes.
Lesson: If you have deep expertise in a market, use it early. Don't defer to "simpler first."
Full framework: www.chandlernguyen.com/blog/2025/11...
But when an agency asks "can we use this for multiple clients?" I can say yes.
Lesson: If you have deep expertise in a market, use it early. Don't defer to "simpler first."
Full framework: www.chandlernguyen.com/blog/2025/11...
The math:
Day 2 architecture cost: 5 hours
Day 60 retrofit cost: 200 hours
**40X difference.**
Architecture decisions get exponentially harder to change. Build for what you know, while it's cheap.
Day 2 architecture cost: 5 hours
Day 60 retrofit cost: 200 hours
**40X difference.**
Architecture decisions get exponentially harder to change. Build for what you know, while it's cheap.
November 18, 2025 at 8:33 PM
The math:
Day 2 architecture cost: 5 hours
Day 60 retrofit cost: 200 hours
**40X difference.**
Architecture decisions get exponentially harder to change. Build for what you know, while it's cheap.
Day 2 architecture cost: 5 hours
Day 60 retrofit cost: 200 hours
**40X difference.**
Architecture decisions get exponentially harder to change. Build for what you know, while it's cheap.
The cost was real:
→ 83 RLS policies
→ Schema routing (public vs agency)
→ 3-4X complexity
But if I built SME-only first?
→ Rewrite every table later
→ Retrofit all security policies
→ Re-test everything
That's not a feature. That's a rewrite.
→ 83 RLS policies
→ Schema routing (public vs agency)
→ 3-4X complexity
But if I built SME-only first?
→ Rewrite every table later
→ Retrofit all security policies
→ Re-test everything
That's not a feature. That's a rewrite.
November 18, 2025 at 8:33 PM
The cost was real:
→ 83 RLS policies
→ Schema routing (public vs agency)
→ 3-4X complexity
But if I built SME-only first?
→ Rewrite every table later
→ Retrofit all security policies
→ Re-test everything
That's not a feature. That's a rewrite.
→ 83 RLS policies
→ Schema routing (public vs agency)
→ 3-4X complexity
But if I built SME-only first?
→ Rewrite every table later
→ Retrofit all security policies
→ Re-test everything
That's not a feature. That's a rewrite.
I've watched agencies struggle for two decades.
Strategists juggling 12 clients. 12 different brand guidelines. Praying they don't send the wrong strategy to the wrong client.
I knew exactly what they needed. Why defer to "later"?
Strategists juggling 12 clients. 12 different brand guidelines. Praying they don't send the wrong strategy to the wrong client.
I knew exactly what they needed. Why defer to "later"?
November 18, 2025 at 8:32 PM
I've watched agencies struggle for two decades.
Strategists juggling 12 clients. 12 different brand guidelines. Praying they don't send the wrong strategy to the wrong client.
I knew exactly what they needed. Why defer to "later"?
Strategists juggling 12 clients. 12 different brand guidelines. Praying they don't send the wrong strategy to the wrong client.
I knew exactly what they needed. Why defer to "later"?
And a video I just made youtu.be/CYQaq_ieqxc?...
Spending $10K a Month on Marketing With No Results?
YouTube video by Blogging ‘bout life
youtu.be
November 15, 2025 at 2:37 AM
And a video I just made youtu.be/CYQaq_ieqxc?...
Meanwhile this is Kimi K2 model from China, on hugging face
November 11, 2025 at 11:39 PM
Meanwhile this is Kimi K2 model from China, on hugging face
Upgraded to Claude Sonnet 4.5 + refined the prompts → v2.0 generated
Better facts (verified eBay sales: $11-$45, 120+ codes)
Stronger strategy angle (2-year patience narrative)
Same 10 min generation
AI iteration in practice.
open.spotify.com/episode/3cT2...
Better facts (verified eBay sales: $11-$45, 120+ codes)
Stronger strategy angle (2-year patience narrative)
Same 10 min generation
AI iteration in practice.
open.spotify.com/episode/3cT2...
Sora 2 Analysis v2.0: Same Topic, Better Prompts, Claude Sonnet 4.5 [Learning in Public]
open.spotify.com
October 6, 2025 at 9:52 PM
Upgraded to Claude Sonnet 4.5 + refined the prompts → v2.0 generated
Better facts (verified eBay sales: $11-$45, 120+ codes)
Stronger strategy angle (2-year patience narrative)
Same 10 min generation
AI iteration in practice.
open.spotify.com/episode/3cT2...
Better facts (verified eBay sales: $11-$45, 120+ codes)
Stronger strategy angle (2-year patience narrative)
Same 10 min generation
AI iteration in practice.
open.spotify.com/episode/3cT2...
The platform responsiveness has improved greatly even at 600k or 800k token length! Well done
April 12, 2025 at 4:56 PM
The platform responsiveness has improved greatly even at 600k or 800k token length! Well done