Think Differently. Solve the Impossible.

This essay is about how certain words stop explaining things — and how that quietly breaks thinking, decisions, and progress.

A word may start as a useful concept and lose its meaning as it becomes overused. When that happens, it turns into a placeholder — sounding explanatory while avoiding the meaning the speaker or writer intended

Terms such as scale, friction, systems, and alignment are common examples. When possible, it’s worth asking:

Where is the bottleneck?

Which incentives shape this behavior?

Who decides when things conflict?

Replacing vague language with specific descriptions doesn’t make an idea less sophisticated. It makes it understandable. Clarity isn’t about dumbing things down. It’s about saying what is happening and why.
 

Words That Explain & Words That Don’t

I admire thinkers like William Strunk Jr., who argued that good writing is rarely about adding more words, rather knowing what to remove. Some words are so overused that removal alone isn’t enough. Replacing them — or briefly expanding them into plain language — will lead to clearer communication.

What follows is a short list of common buzzwords and why they fail to offer clear meaning. If your goal is precision, don’t stop at swapping in another buzzword. Say what you mean. The phrasing in parentheses reflects what the word often stands in for.
 

Words That Distort Thinking Across Domains
 

Friction

Used to describe everything from minor inconvenience to deep organizational failures. Without context, no one knows what or where the friction is or why it exists.

Try instead:

• Bottleneck (something slows flow)
• Inefficiency (effort that doesn’t add value)
• Cost (when it’s the issue)
   

Systems

Used as a catch-all to sound sophisticated without specifying system components.

Try instead:

• Process (the steps that matter)
• Incentives (the behavior that follows reward)
• Feedback (outputs that shape future actions)
   

Alignment

It usually means “everyone agrees” without specifying on what, why, or how a disagreement will be resolved.

Try instead:

• Decision authority (who decides)
• Shared constraints (what limits our choices)
• Success criteria (what counts as winning)
   

Scale

Often means “it worked once and we hope it keeps working,” without addressing cost, quality, or failure modes.

Try instead:

• Sustainable at volume (costs don’t explode)
• Repeatable (works more than once)
• Reliable (doesn’t break under stress)
   

Leverage

Implies amplified impact without identifying the mechanism.

Try instead:

• Constraint removal (what was blocking progress)
• Force multiplier (small input, large output — and why)
• High-impact change (why this matters more than alternatives)
   

Strategy

Often confused with goals or opinions, without naming tradeoffs.

Try instead:

• Choices (what we’re not doing and why)
• Resource allocation (where time and money go)
• Path (which direction we committed to)
   

Innovation

Often means “new” or “different” without reference to usefulness, adoption, or durability. If a word can’t be paired with a concrete failure mode, it’s probably signaling more than explaining.

Try instead:

• Novel solution (new and specific)
• Change people use (actual adoption)
• Improvement (measurable difference)
   

Disruption

Signals boldness without explaining what changes, who is displaced, or why it matters.

Try instead:

• Market shift (who loses relevance and why)
• Cost structure change (what becomes cheaper or unnecessary)
• Replacement (what people stop doing and start doing)
   

Rule of thumb: If a word can be used in ten different industries without changing the sentence, it’s probably lost precision.
 

Words That Distort Thinking About AI

AI is where vague language does the most damage right now. It shuts down questioning in technical, high-stake domains.

Alignment

Used as a moral umbrella without specifying whose goals, what constraints apply, or how conflicts are resolved.

Say instead:

• Objective
• Failure boundaries
• Decision constraints
   

Intelligence

Collapses pattern recognition, reasoning, planning, and choices into one word.

Say instead:

• Task performance
• Ability to generalize
• Quality of choices
   

Hallucination

A medical metaphor that obscures the mechanics.

Say instead:

• Unsupported output
• Confidence without evidence
• Out-of-distribution response
   

AGI (Artificial General Intelligence)

A destination without a definition. Everyone means something different.

Say instead:

• Cross-domain capability
• Breadth of learning
• Task coverage
   

Responsible AI

A value statement masquerading as an implementation plan.

Say instead:

• Traceability of decisions
• Ownership of failure
   

Replacement rule

If an AI term answers how you feel but not how it works, it’s probably a buzzword.

Better questions:

What would make this claim less true?

Who is accountable when it fails?

This isn’t an exhaustive list. In AI, the most dangerous words are the ones that sound technical enough to stop further questioning.
 

Closing

Next time you’re tempted to use a buzzword, pause and finish the sentence without it. Buzzwords survive because they’re comfortable. Precision survives because it’s useful. If you can’t explain something without a buzzword, you probably haven’t thought it through.

Vague language gives us something to agree on without forcing us to think. Precise language does the opposite — it exposes assumptions, tradeoffs, and limits. That can feel slower or uncomfortable. It’s how ideas improve rather than circulate.

Lack of clarity isn’t just an intellectual problem.
It impedes progress, creates confusion, and wastes time — while sounding smart.

When language obscures meaning, it burdens the receiver with interpretation. Clear writing removes ambiguity so effort can be directed toward action rather than translation. It makes it easier to disagree productively, correct mistakes early, and decide with confidence.

Clear writing isn’t about sounding smarter.
It’s about making what you mean to say understood.