Stefano Brunelli

[Stefano Brunelli @brunellistef]

Most AI talk falls into 2 camps:

🤖 Maximalists — “AGI is here, the revolution is unstoppable.”

😒 Minimalists — “AI is dumb, don’t worry.”
Both miss the point.

In Rebooting AI (2019), Marcus & Davis showed how AI failed simple reasoning — like telling a cozy fireplace from a house fire.

I re-ran their tests in 2025: ChatGPT got almost all right.

So who’s right — the skeptics or the believers?
Neither.

The real question: how do we govern and shape AI, now that it’s fast becoming an evolutionary force on society itself?

https://t.co/rb36C0yExL via @LinkedIn

[Stefano Brunelli @brunellistef]

I built a quick prototype: Argumenta 🛠️

It uses AI to break down articles and surface sharp
questions that make you think deeper.

No login

Just paste an article

Get structure + a “Second Take”

Still early. Scraping may break. Logic might miss. But the core idea’s here.

Try it: https://t.co/ZD9UXeOJC2

RTs & feedback = gold.

@lovable

[Stefano Brunelli @brunellistef]

10/10
This is just the start.

I’m refining the orchestration, testing more debates, and applying it to new domains.

If you're exploring multi-agent AI systems or LLMs for strategic reasoning — let's connect.

#ArtificialIntelligence #LLMs #GenAI #Reasoning #AIagents #PromptEngineering #Debate

[Stefano Brunelli @brunellistef]

🧵 I made two AIs debate the future of Italy’s education system.
Not a Q&A. Not a prompt test.

A full, multi-round argument between LLMs, judged by other AIs.

The results were surprising — and useful. Here's what happened 👇

[Stefano Brunelli @brunellistef]

3. I locked two LLMs into opposing roles:
- Agent A: argue *for*
- Agent B: argue *against*

Each round included arguments, rebuttals, and counter-rebuttals.
Then 4 separate LLMs acted as judges.

No summaries. No fluff. Just structured debate. (3/10)

[Stefano Brunelli @brunellistef]

9. Here’s the full write-up with methodology, prompts, examples, and takeaways 👇

👉 https://t.co/IsnaSEiVz5

If you’re working on agentic AI, orchestration, or multi-agent reasoning — I’d love your take. (9/10)

[Stefano Brunelli @brunellistef]

8. I documented the full setup:

- Prompt orchestration
- Round-by-round structure
- Evaluation criteria
- What worked, what didn’t
- How this could be used in policy, strategy, or product reasoning (8/10)

[Stefano Brunelli @brunellistef]

7. I stayed in the loop — but stepping back let me observe, not just react.

It felt less like using a tool, and more like building a system to think *with* me.

This wasn’t about better answers.
It was about sharper thinking. (7/10)

[Stefano Brunelli @brunellistef]

6. The biggest surprise?

Letting AIs debate each other gave me more insight than any 1:1 chat ever did.

It forced nuance.
It surfaced contradictions.
It challenged assumptions I didn’t think to question. (6/10)

[Stefano Brunelli @brunellistef]

5. The debate unfolded across 4 core topics:

- Relevance of Curriculum and Teaching Methods
- Effectiveness of Teacher Training
- University or Labor market readiness for Students
- Administrative Efficiency, and Capacity for Reform

Each round revealed different strengths — and failures. (5/10)

[Stefano Brunelli @brunellistef]

4. One of the strongest moments?

Agent B hit hard with this:

“Italy has one of the highest youth unemployment rates in the EU and a NEET rate of 16% — well above the EU average of 11.2%.”

That stat reframed the entire debate. (4/10)

[Stefano Brunelli @brunellistef]

/5 We are builiding AI Academies? Why would anybody want to go to an academy that has no pedegree and no history? This is the longest bunch of nonensense I heard in a long time. If this is the EU, then the EU must go.

[Stefano Brunelli @brunellistef]

Europe's AI Revolution: The Ambitious Plan to Lead the World in Artifici... https://t.co/2iD7KtwIzJ via @YouTube

[Stefano Brunelli @brunellistef]

/4 It seems somebody who has just read some book on AI and is regurgitating some random words like the worst hallucinating LLM. We are building cloud capacity for AI? Who wil own this? Which companies?

[Stefano Brunelli @brunellistef]

@CryptoNobler You, and the ones who post stuff like this, are full of ....