Waking up on summer vacation

In partnership with

Do you remember what it felt like when you were 12 years old, waking up on the very first morning of summer vacation?

The weather didn't suddenly change, but your internal energy did.

The drudgery of the routine was gone, replaced by pure, wide-open opportunity.

That is exactly what happens when you step out of survival mode and align your daily actions with a clear 90-day vision.

  • Phase 1: Secure your positioning and lock in your first 3 to 5 core members through a fast sprint.

  • Phase 2: Reinvest those initial wins into high-quality traffic to scale the machine.

  • Phase 3: Empower your team to duplicate the exact same blueprint so exponential growth takes over.

The ultimate play here isn't just about your personal production—it's about the 50% matching bonuses that trigger every single time one of your personal partners cycles a board.

That is how you break the ceiling on your earning potential without trading more hours for a paycheck.

Fine-Tuning Is Overrated. Learn When It Actually Matters.

Every engineer building with LLMs eventually hits the fine-tuning question. The answer is usually "not yet."

In this free online session, Gauntlet AI Lead Instructor Aaron Gallant breaks down fine-tuning, PEFT, and QLoRA – what they actually do, what they cost, and when they're worth reaching for over prompt engineering or better context.

You'll walk away understanding how to synthesize training data from frontier models, how parameter-efficient techniques let you train on a laptop, and why the real bottleneck is always the data, not the model.

If you've been curious about fine-tuning but aren't sure it's the right move for your use case, this is the session.

Live. Free. No upsell. Wednesday, June 3 at 5 PM CT. Register here.

Reply

or to participate.