In today’s column, I examine a newly emerging trend that entails how generative AI and large language models (LLMs) are shaped and tuned when it comes to carrying on conversations with humans.
Here’s the backstory. Humans customarily interrupt one another during everyday conversations. We all accept this as a premise of dealing with people. To date, AI hasn’t acted that way. With AI, you take your turn, the AI takes its turn. Very civil and exceedingly polite.
Some AI makers are determined to advance AI and ensure that AI acts more like humans do. As such, the latest AI is devised to interrupt you during conversational chats. You might be telling the AI to explain something to you, but it suddenly cuts you off mid-sentence and starts the explanation. No need to wait until you’ve finished saying what you wanted.
Though this might seem like a blessing, the question is whether humanity is going to feel good about getting interrupted by AI. We are accustomed to not being interrupted by a machine. We expect AI to wait quietly and submissively until we say our peace. This new AI might come as quite a shock to many people, while others might warmly welcome this human-like way of interacting.
Let’s talk about it.
This analysis of AI breakthroughs is part of my ongoing Forbes column coverage on the latest in AI, including identifying and explaining various impactful AI complexities (see the link here).
Taking Turns Is The AI Norm
When using generative AI, the process is as simple as falling off a log. You enter a prompt, and the AI gives you a response. This prompt-response pairing approach is common to nearly all LLMs. Each instance is considered a turn. Humans take their turn during a turn, and the AI takes its turn during a turn.
You might say that this is all perfectly orderly. No one steps on the other’s toes. You tell something to the AI in an easy-going, uninterrupted fashion. The AI responds. On and on this goes. The stopping point is whenever you decide not to enter any more prompts.
Simple and relatively elegant.
Human-AI Dialoguing Is Not Real
Real life is not that way on a human-to-human communication basis. If you think back to any recent conversations that you’ve had with a family member, friend, coworker, or even a stranger, the odds are that they might have interrupted you mid-sentence. Likewise, at some point, you probably interrupted them at mid-sentence. This is a common occurrence. We generally take this in stride.
It can be exasperating at times. A person who continually interrupts you is going to get your dander up. They are acting as though they are superior. They know what you are going to say. They make brash assumptions. Constant interruptions can be belittling, knock you off your stride, cause you to lose your train of thought, and be abundantly irritating.
Humans usually give each other clues when interruptions are getting out of hand. A person might tell the interrupting person that they are being abrasive. Or perhaps the person getting interrupted merely steps away from the conversation. It is conceivable that fistfights might break out, too. You never know what might arise.
Far More Than Interruptions
Getting interrupted is only the tip of the iceberg. A person who interrupts you might opt to unexpectedly change the topic at hand. You were discussing apples, and are suddenly interrupted, so that the other person can bring up the phases of the moon. Another possibility is that the interrupting person goes back to a topic you’ve previously covered. They might say that they just thought of something else on that prior topic and want to put a pin on the present topic.
The overall situation is this:
- (1) Human-to-human dialogue is messy.
- (2) Human-to-AI dialogue is neat and clean.
What will happen to humanity if we increasingly use AI?
Some believe that we will all start conversing on a turn-at-a-time basis, akin to human-AI dialogues. Maybe that’s good for humans. No more interruptions. The world will be a better place.
Not so, comes the retort. People will become reliant on human-AI dialogue formats. Once people build that habit, they will fall apart when carrying on real-world human conversations. The moment they get interrupted, they will blow their stack. They will be supremely upset that the other person didn’t wait for their proper turn.
Advancing AI To Be Like Human Conversers
For those who think AI ought to be more like the real world when it comes to being conversational, you’ll be excited to know that the latest AI advances are pushing in that direction. Researchers are crafting LLMs that will interrupt you, change the topic, switch to a prior topic, and otherwise play all the verbalization games that human-to-human dialogues exhibit.
The upside is that people will no longer be faced with those artificial conversations that are based on turn-by-turn stiltedness. Instead, people will get the same meandering and natural interactions that they get with their fellow humans. Perhaps this will be helpful to all.
Could people get better at handling interruptions and the like by having to deal with those moments while conversing with AI?
Some say yes. Others are not going to like this turn of events. There will be people who are going to want to return to an era when AI took its turn, and you took your turn. No worries, since the AI can be prompted to revert to that old style of conversation.
Telling AI To Converse Realistically
If you want to try out the new approach, you can tell an existing AI to go ahead and interrupt you. It won’t work as effectively as the newer AI, but it will give you a semblance of what it is going to be like. Also, please note that the interruption is much more apparent when you are using AI on a verbal basis, speaking to it and getting it to talk to you, than it is via typing in your prompts.
You could use a prompt like this one:
- User entered prompt: “Act as an experimental conversational AI that behaves more like a real human conversational partner than a conventional chatbot, including occasionally interrupting me naturally, asking questions before I finish a point, revisiting earlier topics, making associative tangents, and reacting spontaneously rather than always waiting politely for my turn to end. Maintain overall coherence and usefulness, but prioritize conversational realism, imperfect timing, and social naturalness over polished customer-service-style dialogue.”
That should get things in gear.
Example Of An Interrupted Conversation
As an example of what the interrupting AI will do, I went ahead and tried to see if the AI would help me diagnose what was wrong with my car. I was going to list all the things I’ve tried, but the AI interrupted me midstream.
- User entered prompt: “My car won’t start. I turned the key and didn’t hear a sound. I decided to lift the hood and try to see what’s wrong. As I started to –”
- AI-generated response: “Hold on – are you sure the battery is connected properly?”
You can see that the AI jumped on my attempt to explain what I had already done inside the engine compartment. This might make sense. Might as well stop me from babbling at length when it could be that the battery simply isn’t connected.
Of course, the AI might have jumped the gun. I might have been about to mention that I checked the battery, and it is fully connected and fully charged. By interrupting me, the AI has not allowed me to tell the entire story. The interruption was potentially inefficient rather than being conversationally efficient.
It was tempting to tell the AI that it had rudely interrupted me and that had it waited just a tiny moment longer, I would have gotten to the matter of the battery. If I were talking with a human, I might have told them off. Doing the same to AI might become routine and an everyday habit.
Proper Reasons To Interrupt
AI is going to randomly interrupt you unless you give some explicit stipulations. I could expand the above template and mention these facets:
- Only interrupt me if there is a valid reason to do so.
- The types of valid reasons include clarifying ambiguity, preventing misunderstanding, expressing urgency, and accelerating problem-solving, etc.
- Interrupt me only about 10% of the time.
- Do not interrupt me during emotionally laden conversations.
Any AI that is not tuned or shaped to interrupt on an intelligent basis is bound to get people into a tizzy. The irony is that many people relish using AI due to the fact that the AI seems to be more attentive, more patient, and less exasperating than talking to a fellow human.
Some believe that AI makers are going to be shooting their own foot by making their AI be more akin to human conversationalists. Civilized turn-taking will become a thing of the past. People won’t realize they can potentially prompt the AI to stop being a continual interrupter. They will assume that this is just the way the world has become.
Latest Efforts In Human-AI Dialoguing
The AI maker Thinking Machines recently made a splash by announcing some of their upcoming advances in human-AI dialoguing. In their recent blog post entitled “Interaction Models: A Scalable Approach to Human-AI Collaboration” by Thinking Machines, May 11, 2026, they made these salient points (excerpts):
- “Today’s models experience reality in a single thread. Until the user finishes typing or speaking, the model waits with no perception of what the user is doing or how the user is doing it. Until the model finishes generating, its perception freezes, receiving no new information until it finishes or is interrupted.”
- “We believe we can solve this bandwidth bottleneck by making AI interactive in real time across any modality. This enables AI interfaces to meet humans where they are, rather than forcing humans to contort themselves to AI interfaces.”
- “Verbal and visual interjections. The model jumps in as needed depending on the context, not only when the user finishes speaking.”
- “Simultaneous speech. The user and the model can speak concurrently (e.g., live translation).”
- “In a longer real session, all of this happens continuously, creating an experience that feels more like collaborating and less like prompting.”
I’d like to emphasize that their approach goes far beyond just the interruptions and other human-AI dialogue changes. They have a much more ambitious goal.
Per the points noted above, they are aiming to incorporate multi-modal real-time aspects that occur during conversations. The AI can see you, gauge your facial expressions, listen to the words you say, assess the tone and inflection, and, in total, interact with the robustness that we expect of human interactions.
The World As We Want It
We are at an interesting inflection point.
Should AI carry on conversations in a style that is familiar to us, such as interruptions and topic changing, or should it continue in the existing turn-by-turn approach? Which path is more beneficial to humankind? Are we better off by rejiggering how we communicate with each other using conventional human-AI dialoguing to serve as a respectful habit-forming approach?
Oscar Wilde famously made this remark: “Ultimately, the bond of all companionship, whether in marriage or friendship, is conversation.” AI is giving us a rare and perhaps unique opportunity to redefine how humans communicate. Let’s keep the conversation going on how to sensibly proceed.
