Definition
The Two Collisions are the vocabulary traps that Greg Kihlström‘s AI Capability Framework is built to police, from the book Stop Saying “AI”. Two words each name both a mechanism (a way of building AI) and a pillar (a thing AI does), and the overlap invites a category error:
- Generative-mechanism ≠ Generation-pillar. Generative is a mechanism. Generation is the pillar of authorless synthesis. The generative mechanism drives the Augmentation pillar constantly, and the Generation pillar doesn’t strictly require it — procedurally generated worlds are algorithmic.
- Agentic-mechanism ≠ Orchestration-pillar. Agentic is one mechanism, at the far end of the axis. Orchestration is the pillar of action and coordination, which can equally be delivered by pure if-this-then-that.
The collisions matter because the shared vocabulary does the deciding for people. When a team hears that a capability involves “generation” or “agents,” it reaches for the generative or agentic mechanism by reflex, even when the pillar could be served far more cheaply. That reflex is exactly what produces the forklift carrying a coffee cup.
How It Relates to Marketing
In marketing technology, the collisions translate directly into overspend. A vendor pitch built around “generative” or “agentic” language nudges a buyer toward the heaviest mechanism, whether or not the underlying job needs it. Because the words sound like capabilities rather than techniques, the buyer feels like they’re choosing what the product does when they’re actually being steered toward how it’s built.
Holding the two collisions apart lets a marketing leader separate those questions in a demo: first, which pillar is this capability, and second, which mechanism is under it. Once separated, a lot of “generative” and “agentic” features turn out to be pillars that a lighter mechanism would serve.
The Two Collisions in Detail
Generative is not Generation. The Generation pillar is fixed by the Author Test: authorless synthesis at a scale no human loop could reach. The generative mechanism is a technique for producing output. They coincide often enough to feel identical, but they come apart in both directions — a generative model powering a brand-voice rewrite is the Augmentation pillar, and an authorless procedural generator can run on non-generative, algorithmic mechanics.
Agentic is not Orchestration. The Orchestration pillar is action and coordination across systems, and it spans the full supervision dial, including its fully deterministic end. The agentic mechanism is generative-in-a-loop-with-tools, sitting at the far right of the axis. Orchestration can be delivered by a rule engine that no one would call agentic, and an agentic loop can serve pillars other than Orchestration.
The deeper reason the collisions are errors is structural: the mapping between mechanisms and pillars is many-to-many. One mechanism spans several pillars, and one pillar is reachable by several mechanisms. A word that tried to be both a mechanism and a pillar would have to be one-to-one, and it isn’t.
How to Hold the Line
- Name the pillar with the Author Test and the pillar definitions — before any mechanism word enters the conversation.
- Name the mechanism separately. Ask how the capability is built, as a distinct question from what it does.
- Check the mapping. If someone is treating “generative” as a capability or “agentic” as a pillar, surface the many-to-many mapping to show why that can’t be right.
- Route the consequences. Send the mechanism’s cost to Forces and its accuracy risk to Trust, which keeps the mechanism firmly a “how,” not a “what.”
Comparison to Similar Confusions
| Confusion | Collapses | Relationship |
|---|---|---|
| Generative = Generation | Mechanism into pillar | First collision |
| Agentic = Orchestration | Mechanism into pillar | Second collision |
| “AI” as a single thing | All capabilities into one word | The umbrella problem the whole book addresses |
| Automation = autonomy | Two points on the supervision dial | A related category slip inside Orchestration |
Best Practices
- Separate “what” from “how” every time. The pillar question and the mechanism question are different questions; ask them in that order.
- Distrust a word that’s doing double duty. When “generative” or “agentic” seems to settle both what a capability is and how it’s built, a category error is usually hiding.
- Use the collisions as a buying filter. In vendor conversations, translate “generative” and “agentic” back into pillar-plus-mechanism before pricing anything.
- Teach the mapping. The many-to-many relationship is the durable defense; once a team sees it, the collisions stop being persuasive.
Future Trends
- The words get stickier as they market well. “Generative” and “agentic” sell, so the vocabulary pressure toward the collisions will intensify, not fade.
- New collisions will appear. Any future mechanism whose name doubles as a capability word will create the same trap, and the same separation discipline will resolve it.
FAQs
1. What are the two collisions? Generative-mechanism is not the Generation pillar, and agentic-mechanism is not the Orchestration pillar. Each word names both a technique and a capability, which invites a category error.
2. Why does it matter? Because the shared word does the deciding, pushing teams toward the heaviest mechanism whenever they hear it, which drives overspend and unnecessary risk.
3. How can generative not be Generation? A generative model very often powers the Augmentation pillar, and the Generation pillar can be delivered by non-generative, algorithmic means. The mechanism and the pillar simply aren’t the same thing.
4. How can agentic not be Orchestration? Orchestration can run on deterministic rules with no agent in sight, and an agentic loop can serve other pillars. Agentic is one mechanism for Orchestration, not the pillar itself.
5. What holds the line? The Author Test and the pillar definitions fix the “what,” and the many-to-many mapping shows why a single word can’t be both a mechanism and a pillar.
Related Terms
- The Mechanism Axis
- The Four Pillars
- The Author Test
- The Forklift and the Coffee Cup
- The Pillar × Mechanism Grid
- Generative AI
- Agentic AI
- AI Agent
Sources
- Kihlström, Greg. Stop Saying “AI”. https://amzn.to/4wilWcA
- Greg Kihlström — official site. https://www.gregkihlstrom.com
