At most jobs, burning through company resources will probably get you fired. But at elite tech companies right now, it puts you up for a promotion. The latest corporate flex is "tokenmaxxing," a wild competition where engineers try to consume the most AI processing power to prove they're the most productive. In this episode, we explore this expensive new trend and pick up five essential B2+ expressions perfect for business and casual English.
⚡ 5 Key Expressions
Expression 01
Burn through
To use up a resource (especially money or supplies) very quickly and often recklessly. It creates a vivid mental image of a fire rapidly destroying something. While usually negative, it can be used neutrally for consuming entertainment rapidly.
- "The startup burned through its initial funding in just six months."
- "I burned through that new fantasy series on Netflix in one weekend."
Expression 02
Baked into
Firmly established, permanently integrated, or included as a core part of a plan, structure, or price. Just as you cannot remove sugar from a cake after it's baked, you cannot easily remove a feature that is "baked into" a system.
- "The cost of international shipping is already baked into the final price."
- "A 15-minute daily walk is completely baked into my morning routine now."
Expression 03
Rack up
To accumulate or score a large number or amount of something very quickly. Tech workers participating in the tokenmaxxing trend have "racked up" eye-popping bills.
- "She racked up hundreds of hours of volunteer work over the summer."
- "If you aren't careful, you can rack up a massive credit card bill while traveling."
Expression 04
On the company dime
An idiom meaning that your employer or company is paying for your expenses. A "dime" is a US ten-cent coin. It is highly common in corporate environments when discussing travel, meals, or software budgets.
- "We got to stay in a five-star hotel in London on the company dime."
- "He was fired after he was caught buying personal gadgets on the company dime."
Expression 05
The jury's still out
A phrase meaning that a final decision, opinion, or conclusion has not yet been reached because there isn't enough evidence. It comes from the legal system, referring to the time a jury spends outside the courtroom deciding a verdict.
- "The jury's still out on whether this new software is actually faster than the old one."
- "I tried that new coffee shop. The jury's still out for me—I need to go one more time to decide if I like it."
🎭 The Dialogue: Video Game Leaderboards
Maya is looking over departmental expenses in the breakroom. Alex walks in holding his laptop, and they discuss the sudden spike in software costs.
📍 The office breakroom, Tuesday morning. Maya is reviewing a spreadsheet.
Maya: Alex, I can't believe how much cash the engineering team is burning through this quarter.
Alex: I know, it’s wild. But management literally baked AI usage into our performance reviews.
Maya: True, but some people have racked up massive bills just testing completely random prompts.
Alex: Well, when it's on the company dime, people don't really hold back, do they?
Maya: I guess not. But is this actually making us more productive?
Alex: Honestly, the jury's still out on that one. Mostly it just looks like a video game leaderboard.
Maya: Exactly. I'm sticking to my normal workflow until this whole trend calms down.
Alex: Good luck with that. I hear they're adding AI milestones to the marketing team next week.
🧠 Episode Quiz
Can you answer this?
Tech companies are heavily encouraging their employees to use AI tools. Recently, the CEO of Nvidia pitched the idea of giving engineers a massive annual budget just for AI tokens. How much was that proposed budget?
- A — $50,000
- B — $100,000
- C — $250,000
✅ Answer: C — $250,000. Nvidia CEO Jensen Huang pitched giving engineers a quarter of a million dollars in token budget—the equivalent of a very nice, fat salary for most humans in most fields!
📚 Bonus Vocabulary
Tokenmaxxing (noun) — A slang term combining "token" (the basic unit of data AI models process) and "maxxing" (maximizing). It refers to the competitive trend of consuming as much AI processing power as possible to appear highly productive.
Productivityslop (noun) — A new workplace term describing the appearance of output or work generated by AI that lacks a clear measure of actual value or quality. It's content made just to hit a quota.
Eye-popping (adjective) — Something so surprising, shocking, or impressively large that it makes your eyes open wide in disbelief. "The engineering team racked up an eye-popping bill this month."
