6/
The future may not be defined by how many people you hire — but by how much world-class output your team can produce.
Are we witnessing the beginning of the end of the traditional corporate ladder?
#VaultSage #MediaSage #BriefingHub #Entrepreneurship #NURIEAI #FutureOfWork
5/
In our case, even while running multiple live services, our overall token usage and infrastructure costs remain surprisingly low. Years of infrastructure experience taught us one thing clearly: uncontrolled compute credits can quietly become the biggest trap in AI businesses.
#AiCost #TokenCost
4/
Another observation!
Success in AI isn’t about how many tokens you spend.
It’s about what you achieve with the fewest necessary tokens.
It’s always interesting to see people showcasing token usage as a badge of honor — when efficiency is actually the real competitive advantage.
#TokenEconomy
3/
And importantly — we don’t just build AI products for others. We use them every day ourselves:
• #MediaSage — creating images
• #VaultSage — the backbone for AI agents
• #BriefingHub — monitoring news, signals for GEO/SEO
2/
At NURIE AI, this deeply resonates with how we operate.
We intentionally keep our team small, agile, and AI-first. By embedding AI into our own workflows, we build, iterate, and scale at a pace that would have been impossible just a few years ago.
1/
$1.8 Billion valuation. 2 employees.
The era of the “one-person (or ultra-small team) billion-dollar company” may already be here.
Full article: vaultsage.ai/shares?code=...
This is also how NURIE AI works.
It's not how many tokens you spend!
#VaultSage #MediaSage #BriefingHub #NurieAI #NURIE
Let AI be creative when creativity is needed —
but ground it with trusted knowledge when accuracy matters.
MediaSage → AI for creativity and content generation
VaultSage → AI grounded in your knowledge and files
#VaultSage #MediaSage #NURIEAI #NURIE #AI #BusinessStrategy
2/
1. The Scale Paradox
Increasing input size has shown rising hallucination rates
2. Probabilistic by Design
LLMs are not deterministic systems
3. The Cost of Being Wrong
“mostly correct” isn’t enough
This is why the VaultSage team started by building a knowledge foundation with your own files
1/
Is AI hitting a reliability wall?
Reuters article: Does the AI business model have a fundamental flaw?
vaultsage.ai/shares?code=...
As models push toward larger context windows and process more data, research is revealing a concerning pattern — hallucinations aren’t disappearing.
#VaultSage
Spring is here 🌸 I stopped by the Seoul AI Hub during cherry blossom season and captured a moment that felt worth keeping as an AI asset.
I converted my photo into a prompt, and instantly generated new images.
Everyday moments can become creative assets 🧙♀️
#Seoul #AIHub #NURIEAI #MediaSage #NURIE
4/
If you are looking for ways to keep your team’s "strategy muscle" strong while leveraging the power of AI, I’d love for you to see how we are approaching this at VaultSage.ai.
Let’s ensure AI makes us wiser, not just faster.
#AI #Leadership #Strategy #FutureOfWork #VaultSage #BusinessDNA
3/
At VaultSage.ai , we’ve been thinking a lot about this balance.
We believe AI shouldn't just be about "checking boxes" or replacing thought; it should be about augmenting human judgment by making your organization's unique wisdom more accessible, not more generic.
Images by media.nurie.ai
2/
1. Cognitive Offloading
We stop thinking deeply, losing the tacit knowledge and judgment that only comes from experience.
2. The "Order-Taker" Trap
Managers became passive recipients of algorithmic suggestions
3. The "Vending Machine" Effect
Clients don't want a vending machine
1/
"Don’t Let AI Destroy the Skills That Make Your Company Competitive."
Is AI boosting your efficiency—or eroding your competitive edge?
While AI is a "force multiplier," over-reliance on it can actually kill an organization’s individual DNA.
Full article: vaultsage.ai/shares?code=...
#VaultSage
3/
And growing with our users matters more than staying minimal.
As VaultSage expands, we’re evolving together with the people who rely on it every day. 🧙
Check out a quick demo — you can organize your files based on their content using any language.
#VaultSage #NURIEAI #NURIE #ServiceGrowth
2/
From the beginning, we focused on keeping operations as lean as possible. Supporting only English helped us minimize complexity and save even small amounts of time and cost so we could move faster.
So why add more languages now?
Because our clients asked for them. 😁
1/
We’ve finally added Korean, Japanese, and Traditional Chinese support to VaultSage.
You might wonder — is that really news? AI can already translate interfaces, right?
For us, it actually was a big decision.
#VaultSage #NURIEAI #NURIE #ServiceGrowth
2/
Honestly, I’m probably still the heaviest user myself since launching both platforms. 😄
But I’m looking forward to being surpassed.
We’ll be inviting our most active users — the real power users — to a special NURIE AI event soon. 🧙
These images are generated via Live Collab in #MediaSage.
1/
I’d love to see more users proudly say they’re the heaviest users of our services — sharing how many files they’ve uploaded, organized, or generated using VaultSage and MediaSage.
Let’s see who makes the list.
vaultsage.ai
media.nurie.ai
#VaultSage #MediaSage #NURIEAI #NURIE
At VaultSage.ai, we aren't interested in the sensationalist narratives of "superintelligence" or "salvation."
Maybe "boring" AI—the kind that actually works, solves specific problems, and earns your trust through consistent performance.
Images generated in #MediaSage - media.nurie.ai
The industry is chasing the hype of AGI and "human-like" agents. At NURIE AI, we believe we should be chasing Utility.
Here are three takeaways from the article that perfectly mirror our philosophy:
1) Useful, not general
2) Tools, not agents
3) People, not benchmarks
The AI industry is obsessed with the wrong goals.
We are stuck in a constant "benchmark race" to see which model can out-code or out-reason the next. But as this excellent piece from Quartz argues, the winner of that race usually isn't the user.
vaultsage.ai/shares?code=...
#VaultSage #NURIEAI
Check out this post.
nurie.ai/en/news/turn...
You don't need to implement Pdf to the markdown document or other RAG for files.
Just simply upload files to VaultSage.ai
#VaultSage #NURIEAI #NURIE #Pdf2Doc #agents
3/ While our teams have been global from the beginning, Korea remains our key office and strategic hub.
Excited to contribute to an ecosystem where AI innovation connects across borders to solve real-world problems. 🧙
#UnitedNations #UNAIHub #SeoulAIHub #NURIEAI #VaultSage #MediaSage
2/ We’re also honored that NURIE AI has been featured in the Seoul AI Hub White Paper, recognizing innovative AI startups shaping the ecosystem:
www.linkedin.com/posts/nurie-...
1/
Korea has signed a Letter of Intent with six UN agencies to establish a Global AI Hub, bringing together UN organizations and public/private sectors to develop AI solutions for global challenges.
Read more:
www.koreatimes.co.kr/southkorea/o...
#UnitedNations #NURIEAI #VaultSage #MediaSage
Available via MCP server, API, extensions, apps, Slack bot, and website.
nurie.ai/apps
Images by #MediaSage - media.nurie.ai
#VaultSage #TurboQuant #AI #Efficiency #NURIEAI #NURIE
5/
I can’t afford to waste tokens — and neither should production AI systems.
Instead of fetching full files, converting to MD every time:
- Upload your files once
- Retrieve only what you need
- Let AI work with structured knowledge, not repeated inputs
Then try this - vaultsage.ai
4/
I still see workflows where entire documents are repeatedly uploaded and processed for every AI request. Even large companies are focused on efficiency — Google, for example, is working on techniques like TurboQuant to significantly reduce model size without sacrificing accuracy.
3/
One trend I find puzzling is people proudly talking about how many tokens they spend, almost as if higher usage is an achievement.
But efficiency matters more than consumption.
It’s not about how many tokens you use — it’s about getting the job done with the fewest tokens possible.
