I've been wrong about 4 things i learned about deepfakes the hard way more times than I'd like to admit. But the last mistake taught me something I can't unlearn.
After analyzing 100+ Deepfakes incidents, I found a terrifying pattern. This is what you need to know before it's too late.
Why Most Approaches Fail
Let me be direct: about 70% of the approaches I see to 4 things i learned about deepfakes the hard way are fundamentally flawed. Not slightly off. Fundamentally flawed.
The root cause is usually one of three things:
- Copying what big companies do without understanding why they do it. What works for Google doesn't work for a 10-person startup.
- Over-engineering the solution when a simple approach would work better. I've seen teams spend six months building something that could have been done in two weeks.
- Ignoring the human element. Technology is the easy part. Getting people to actually use it is where the real challenge lives.
The Reality Nobody Talks About
Most people approach 4 things i learned about deepfakes the hard way with assumptions that made sense five years ago. The world has moved on. When I look at my portfolio companies, the ones that succeed are doing something fundamentally different.
The first thing to understand is that timing is everything in this game. I've seen this play out across dozens of companies. The pattern is unmistakable.
At RemoteTeam, we learned this the hard way. We spent months going down the wrong path before realizing that most founders overthink this and underspend on execution. Once we made the switch, everything changed.
The Framework That Actually Works
I'm going to share the exact framework I use when evaluating 4 things i learned about deepfakes the hard way. It's not complicated, but it requires discipline.
Step 1: you should focus on one thing and do it exceptionally well This is where most people go wrong. They skip this step entirely and jump straight to execution. Don't do that.
Step 2: the data tells a different story than your gut Once you have the foundation right, this becomes much easier. I've watched founders struggle with this for months when the answer was staring them in the face.
Step 3: Iterate relentlessly Nothing works perfectly the first time. The companies in my portfolio that nail 4 things i learned about deepfakes the hard way are the ones that treat it as an ongoing process, not a one-time project.
The AI Angle
I can't talk about 4 things i learned about deepfakes the hard way in 2026 without mentioning AI. As someone who's invested in Anthropic, OpenAI, Scale AI, and Hugging Face, I have a front-row seat to how AI is transforming this space.
The short version: AI makes good practitioners better and bad practitioners worse. It's an amplifier, not a replacement.
I've seen companies use AI to 10x their 4 things i learned about deepfakes the hard way capabilities. I've also seen companies waste millions on AI solutions that solved the wrong problem. The difference comes down to understanding what you're actually trying to achieve.
This connects to broader themes around AI threat detection, adversarial AI, zero-day AI, AI cybersecurity that I've been thinking about a lot lately.
What's Next
The world of 4 things i learned about deepfakes the hard way is moving fast. What worked last year might not work next year. That's both the challenge and the opportunity.
My advice: stay curious, stay humble, and stay close to the people who are actually doing the work. Read less thought leadership and do more experiments. Talk to fewer consultants and more practitioners.
And if you're a founder building in this space, remember that the best time to get 4 things i learned about deepfakes the hard way right is before you need to. Don't wait for a crisis to force your hand.
I'll keep sharing what I learn. This stuff matters too much to keep to myself.
Frequently Asked Questions
Which item on this list has the highest impact?
It depends on your stage and context, but in my experience, the items near the top of the list tend to have the broadest applicability. That said, sometimes the less obvious items create the biggest breakthroughs for specific situations.
Can I implement all of these at once?
I'd strongly recommend against it. Pick the 2-3 items that resonate most with your current situation and focus there. Trying to do everything simultaneously is a recipe for doing nothing well.
How do I know which items apply to my situation?
Start by honestly assessing where your biggest bottleneck is right now. The items that address that specific constraint will give you the highest return on your time and energy.