👉 “Before you start, show me your reasoning.”
It might cost more tokens or time, but it cuts errors in half, and that’s always worth it.
👉 “Before you start, show me your reasoning.”
It might cost more tokens or time, but it cuts errors in half, and that’s always worth it.
Take too long to implement it and you’ll find the tech has already evolved, leaving you behind.
Here’s how leaders can use speed to their advantage, while still making smart decisions:
medium.com/@charleneli/...
Take too long to implement it and you’ll find the tech has already evolved, leaving you behind.
Here’s how leaders can use speed to their advantage, while still making smart decisions:
medium.com/@charleneli/...
🔮 Predictive AI uses your data to forecast what's likely to happen.
✨ Generative AI creates new content by learning patterns.
🤖 Agentic AI acts on your behalf, booking meetings, managing workflows, completing tasks.
🔮 Predictive AI uses your data to forecast what's likely to happen.
✨ Generative AI creates new content by learning patterns.
🤖 Agentic AI acts on your behalf, booking meetings, managing workflows, completing tasks.
Here’s a roadmap that can help you decide whether you should build a custom model from the ground up or simply customize an existing model to make it work better for you.
⬇️
medium.com/@charleneli/...
Here’s a roadmap that can help you decide whether you should build a custom model from the ground up or simply customize an existing model to make it work better for you.
⬇️
medium.com/@charleneli/...
🔹 Empathy
🔹 Intuition
🔹 Self-reflection
🔹 Judgment
🔹 Wisdom
That’s ✨integrated intelligence.✨
🔹 Empathy
🔹 Intuition
🔹 Self-reflection
🔹 Judgment
🔹 Wisdom
That’s ✨integrated intelligence.✨
🕳️ The only pitfall is thinking that you know everything.
🏆 Continuous learning is the foundation of long-term AI success.
Here’s how I stay ahead of the curve:
medium.com/@charleneli/...
🕳️ The only pitfall is thinking that you know everything.
🏆 Continuous learning is the foundation of long-term AI success.
Here’s how I stay ahead of the curve:
medium.com/@charleneli/...
Try customizing existing models with your data first:
▶️ Fine-tune it with homegrown data
▶️ Use RAG to feed it new info on a regular basis
Have you tried either of these approaches? Which do you prefer?
Try customizing existing models with your data first:
▶️ Fine-tune it with homegrown data
▶️ Use RAG to feed it new info on a regular basis
Have you tried either of these approaches? Which do you prefer?
🕵️ Many employees are afraid to reveal their AI use
🤔 Customers feel less confident if your AI policy isn’t clear
A culture of trust and transparency is key.
Here’s how:
medium.com/@charleneli/...
🕵️ Many employees are afraid to reveal their AI use
🤔 Customers feel less confident if your AI policy isn’t clear
A culture of trust and transparency is key.
Here’s how:
medium.com/@charleneli/...
> You don’t need a separate AI strategy
> You *do* need an AI roadmap that supports your existing business strategy
It’s a simple shift, but it changes everything. 🗺️
> You don’t need a separate AI strategy
> You *do* need an AI roadmap that supports your existing business strategy
It’s a simple shift, but it changes everything. 🗺️
👉 IT’s job is to maintain system stability, not shake things up
👉 AI requires a cultural shift that HR can facilitate
Dig deeper: medium.com/@charleneli/...
👉 IT’s job is to maintain system stability, not shake things up
👉 AI requires a cultural shift that HR can facilitate
Dig deeper: medium.com/@charleneli/...
Every AI transformation hits this wall: the reluctant executive who's dragging their feet.
⏩ Address their underlying fears
⏩ Make them the hero
⏩ Practice “show, not tell” with the results
Every AI transformation hits this wall: the reluctant executive who's dragging their feet.
⏩ Address their underlying fears
⏩ Make them the hero
⏩ Practice “show, not tell” with the results
Want to be in the 5%? The answer is committing from Day 1, investing the necessary resources, and empowering your teams to actually *use* your AI pilots.
Here’s how: medium.com/@charleneli/...
Want to be in the 5%? The answer is committing from Day 1, investing the necessary resources, and empowering your teams to actually *use* your AI pilots.
Here’s how: medium.com/@charleneli/...
As we race towards the end of the year, it’s time to take stock of your AI investments.
❓ Are your AI tools adding value?
❓ Are your teams using AI effectively?
❓ Are key stakeholders aware of AI-supported achievements?
As we race towards the end of the year, it’s time to take stock of your AI investments.
❓ Are your AI tools adding value?
❓ Are your teams using AI effectively?
❓ Are key stakeholders aware of AI-supported achievements?
Here’s the leadership approach that works: medium.com/@charleneli/...
Here’s the leadership approach that works: medium.com/@charleneli/...
"I've got this figured out."
🚀 The best AI leaders aren't the ones with all the answers
💡 They're the ones asking the best questions.
"I've got this figured out."
🚀 The best AI leaders aren't the ones with all the answers
💡 They're the ones asking the best questions.
🔥 Map out your plan
🔥 Prepare for disruption
🔥 Adapt and pivot
Here’s how: medium.com/@charleneli/...
🔥 Map out your plan
🔥 Prepare for disruption
🔥 Adapt and pivot
Here’s how: medium.com/@charleneli/...
✅ A strong strategy
✅ Internal team alignment
✅ Execution readiness plan
How does your current plan measure up? Is your team ready to make the most of your AI investment?
✅ A strong strategy
✅ Internal team alignment
✅ Execution readiness plan
How does your current plan measure up? Is your team ready to make the most of your AI investment?
It’s a way to connect with and serve your audience, offering:
🔹Valuable insights
🔹Stories from your career
🔹Actionable roadmaps
Here’s how to build your personal brand:
medium.com/@charleneli/...
It’s a way to connect with and serve your audience, offering:
🔹Valuable insights
🔹Stories from your career
🔹Actionable roadmaps
Here’s how to build your personal brand:
medium.com/@charleneli/...
The answer: a hybrid system with:
✅ Centralized training (safety, ethics, policy)
✅ Decentralized learning (real-time experiments)
✅ Psych safety for smart mistakes
Toolkit to turn AI anxiety into fluency:
medium.com/@charleneli_...
The answer: a hybrid system with:
✅ Centralized training (safety, ethics, policy)
✅ Decentralized learning (real-time experiments)
✅ Psych safety for smart mistakes
Toolkit to turn AI anxiety into fluency:
medium.com/@charleneli_...
I see too many leaders focused on preserving the status quo while their competitors are busy building the future.
The biggest risk isn't moving too quickly with AI, it's moving too slowly.
I see too many leaders focused on preserving the status quo while their competitors are busy building the future.
The biggest risk isn't moving too quickly with AI, it's moving too slowly.
Most AI ethics talks focus on regulation. But what about how we as users bring our values into AI use?
I shared my values-in-action model, along with steps you can start now.
medium.com/@charleneli_...
Most AI ethics talks focus on regulation. But what about how we as users bring our values into AI use?
I shared my values-in-action model, along with steps you can start now.
medium.com/@charleneli_...
📣 Sharing personal experiences
🤝 Practicing radical transparency
🛠️ Disagreeing & co-creating solutions
Fresh leadership needs fresh approaches = experiment, fail, learn, try again.
📣 Sharing personal experiences
🤝 Practicing radical transparency
🛠️ Disagreeing & co-creating solutions
Fresh leadership needs fresh approaches = experiment, fail, learn, try again.
✅ Building trust
🤖 Hosting AI showcases
🎉 Celebrating human work
medium.com/@charleneli_...
✅ Building trust
🤖 Hosting AI showcases
🎉 Celebrating human work
medium.com/@charleneli_...
✨ Embracing transparency over secrecy
🚀 Empowering teams over controlling them
🤝 Creating cultures where everyone's thinking matters
💡 Trusting their people to make good decisions
✨ Embracing transparency over secrecy
🚀 Empowering teams over controlling them
🤝 Creating cultures where everyone's thinking matters
💡 Trusting their people to make good decisions
It might be the metric that unlocks a new level of connection:
medium.com/@charleneli_...
It might be the metric that unlocks a new level of connection:
medium.com/@charleneli_...