Narrative intelligence · Weekly scan

The Five AI Worlds.

Five competing futures are fighting for control of the AI story – and which one wins shapes budgets, careers and policy long before the technology decides anything. Every Monday we scan ~45 sources of global AI discourse, classify every article against the five worlds, and track which future is winning the argument.

This week

The latest scan.

8 June · Scan 7
Futurama surges to series high as Dystopia holds – the gap flips to –11

For the first time in seven scans, optimistic AI narratives are outrunning dystopian ones by a double-digit margin. But look at what's driving that gap and you'll want to ask harder questions.

Read the full report – analysis & sources
AI-Fizzle
13%▼6
Futurama
40%▲12
AI-Dystopia
29%▼1
Singularia
16%▲3
Paperclipalypse
2%▼9
Narrative share over time
0%10%20%30%40%13 Apr14 Apr20 Apr (a)20 Apr (b)18 May1 Jun8 June
AI-FizzleFuturamaAI-DystopiaSingulariaPaperclipalypse
Dystopia–Futurama gap: -11 points. Same technology, different human choices – this gap is the number to watch.
This week's drivers

The three stories that moved the week.

AI-DystopiaTechTimes
Tech Layoffs Reach 142,000 in 2026: Profitable Companies Cut Jobs to Fund $700B AI Infrastructure
This piece puts the starkest number on the structural story underneath this week's scan: companies that are already profitable are cutting workers specifically to redirect capital toward AI infrastructure, with entry-level engineering employment down 20%. It's the single source most responsible for keeping Dystopia's floor intact even as Futurama surges – and it reframes the productivity narrative as a transfer, not a tide that lifts all boats.
Read the story →
AI-DystopiaPwC (AI Performance Study)
Three-quarters of AI's economic gains are being captured by just 20% of companies
The most analytically uncomfortable source in this week's scan, because PwC appears on both sides of the ledger: optimistic enterprise predictions under Futurama and this concentration finding under Dystopia. The 74%-to-20% split is the empirical backbone of why Dystopia won't collapse regardless of how many governance frameworks proliferate – and it directly undermines the 'broadly beneficial tool' framing that inflated Futurama's count.
Read the story →
FuturamaMIT News
Small AI model can outperform biggest models at 1% of the cost
MIT's efficient small-model research is the kind of structural Futurama signal that isn't vendor-commissioned and isn't governance boilerplate – it points to a genuine mechanism by which AI capability could democratise rather than concentrate. In a week where much of the Futurama count rests on enterprise surveys with obvious incentives, this is the source that most legitimately earns its classification and pulls the gap in Futurama's direction.
Read the story →
The archive

Previous scans.

The framework

What are the Five AI Worlds and why do they matter?

In 2023, computer scientists Scott Aaronson and Boaz Barak proposed the Five Worlds of AI – five scenarios for how the AI era plays out. They weren't predictions. They were narratives: long-running stories that people, companies and governments quietly commit to, and then act on.

Here's what makes them powerful for leaders: every week, individual stories – a layoff wave, a breakthrough paper, a regulation, an earnings call – push the collective narrative toward one world or another. The long arc is the narrative; the weekly news is what bends it. Learning to see that difference is core to Narrative Intelligence (NQ). And leaders with high NQ gain the clarity and confidence to make better strategic decisions.

AI-Fizzle

AI disappoints. Costs outpace value, the hype collapses.

Futurama

AI as a powerful tool. Humans stay in control, benefits are widely shared.

AI-Dystopia

The same technology as Futurama – but it concentrates wealth and power.

Singularia

AI self-improves beyond human understanding – and it goes well for us.

Paperclipalypse

AI indifferent or hostile to human existence. Loss of control.

The central insight

Here's the part most people miss: the happy future (Futurama) and the scary one (AI-Dystopia) run on exactly the same technology. The AI doesn't choose which one we get – people do. The same tool that frees your team from boring work can just as easily be used to watch them, replace them, or hand all the rewards to a lucky few.

Which way it goes at your work comes down to human choices: who controls the AI, who it really helps, and whether leaders back their people as much as they back the software. That's why we track the Dystopia–Futurama gap every week. It doesn't measure what AI can do – it measures which future the world thinks we're picking. Watch that number and you're watching the story of work being written in real time.

Methodology

How the weekly scan works.

01
Six fixed queries

The same six searches run every week, never modified. Methodological consistency is what makes the trend line mean something.

02
One world per source

Every article is classified on its core assumption – not its tone – into exactly one world. ~40–50 unique sources per scan, all weighted equally.

03
Deltas and the gap

We compute each world's share, the week-over-week movement, and the Dystopia–Futurama gap – the single number that tracks the human-choice dimension.

04
The stories that moved it

Each report names the five articles most responsible for bending the narrative that week – the stories underneath the story.

The Monday scan.

One email, every Monday morning. Built for leaders who want to see the narrative forming before it becomes the budget, the headline or the board paper.

  • The trend graph – five worlds tracked week over week
  • What changed and why – the Dystopia–Futurama gap, explained
  • The five stories most responsible for bending the narrative
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