The next leap in AI may come not only from a smarter model, but from a smarter process for creating smarter models.
And if AI can accelerate its own development process, how should we think about the pace of progress over the next few years?

The next leap in AI may come not only from a smarter model, but from a smarter process for creating smarter models.
And if AI can accelerate its own development process, how should we think about the pace of progress over the next few years?
4/
The ability to understand a specific customer, business, or workflow could become even more valuable.
That's one reason we're building #VaultSage as a knowledge and context layer for AI agents, alongside vertical AI services like #TraderSage and #RegSage.
2/
That's why we're building #TraderSage for global trade on top of our shared infrastructure.
The real question isn't how much work AI can do. It's what our business could become when we rethink how work gets done.
Our engineering team just launched another beta service:
beta-law.vaultsage.ai
- Build fast. Experiment boldly.
- Learn from real users.
Thats how we want to keep moving forward at #NURIEAI
We already have several enterprise customers subscribing to our services.
Can we give AI the right context and verify what it does?
The model is becoming a smaller part of the problem.
The harder part is connecting data, context, knowledge, workflow, and verification.
#EnterpriseAI #NURIEAI #NURIE #VaultSage #TraderSage #ComplianceSage
2/ “No. This isn't right.”
That correction is valuable data.
Otherwise, AI may become very good at executing but the company may gradually lose the ability to verify what AI is doing.
#EnterpriseAI #NURIEAI #NURIE #VaultSage #TraderSage #ComplianceSage #RegSage
2/
At NURIE AI, we're focused on 'how you use AI in your workflow'.
More specifically, we want to make it easy to give AI the right 'context and knowledge' at the right time.
That is where we're building with #VaultSage #TraderSage #ComplianceSage #RegSage
2/
But our goal is always the same:
Keep the technology complicated underneath.
Keep the experience simple on top.
4/
For us, it means:
#VaultSage → AI-ready enterprise knowledge
#TraderSage / #RegSage → Vertical AI workflows
AGI / SGI → Increasingly powerful intelligence
The model may become more general.
The business environment remains specific.
What if AGI and Vertical Agentic AI actually coexist? /1
We've been thinking about this question from Day 0 at NURIE AI.
Why did we build #VaultSage, our AI knowledge platform, together with #TraderSage and #RegSage?
Because we don't think intelligence is the whole problem.
4/
So perhaps the real question is not:
“Can SGI replace Vertical AI?”
It is:
“What part of Vertical AI can SGI replace?”
That may be a muh more important question for AI startups.
We've been think this questions from Day 0 of #NURIE.AI for #VaultSage #TraderSage #RegSage
4/
One of the lessons we're applying as we improve #TraderSage #ComplianceSage on the top of #VaultSage.
Sometimes the best product decision isn't adding another feature.
It's knowing what to leave out.
5/
I’m still optimistic about the future.
But being optimistic doesn’t mean ignoring the transition.
We build AI services to help companies prepare for AX especially in traditional industries like Cross-border trading.
3/
Some people will have AI as a powerful multiplier.
Others may struggle to adapt to a world of AI.
If we can’t avoid the AI transition, perhaps the important question is not whether we should stop it.
#NURIEAI #NURIE #VaultSage #TraderSage #RegSage #ComplianceSage
1/ Enterprise clients often ask me:
“What if an LLM provider uses our data to train its models?”
My answer is simple:
If your business depends on AI working with your private documents, you need to design the workflow around that risk.
I like the weather here in San Francisco.
Not just the blue sky and cool temperature.
People seem genuinely excited to try something new.
I think this is exactly the kind of environment startup founders prefer.
4/
That’s why we started with #VaultSage.
Now, we’re taking that foundation into complicated, heavily documented, highly regulated industries with
2/
Then we applied it to different problems.
→ #VaultSage: AI-native knowledge infrastructure
→ #TraderSage: AI agents for global trade
Different products.
Different customers.
Different workflows.
But underneath, much of the same infrastructure.
We mapped a US supplement launch end to end.
One product. One market. Sold on Amazon
www.linkedin.com/posts/vaults...
There is 'TraderSage' integrating with 'ComplianceSage' powered by 'VaultSage'