Analysis & notes

The AGI timeline, explained

AGI forecasts moved from 2060 to 2031 in four years. Here's what the benchmarks say about when it arrives, which professions it hits first, and what builders are seeing right now.

AGI Forecasts Timeline data

What is AGI? The definition that actually matters in 2026

AGI stands for artificial general intelligence — an AI that can do anything a human can do, across any domain, without retraining. Here's the precise definition, where 2026 AI sits against it, and why the threshold is closer than most people think.

Julien de Waal Sep 20, 2026 9 min

GPT-6 Astra: Is OpenAI's new model actually AGI?

OpenAI launched GPT-6 Astra on September 3, 2026. Greg Brockman said "welcome to the AGI era." Here's what Astra actually does, what the benchmarks show — and whether this really crosses the threshold.

Julien de Waal Sep 20, 2026 10 min

Is AGI already here? What 2026 benchmarks actually show

OpenAI says we're in the AGI era. Metaculus puts the median at 2033. Kalshi says 55% chance by 2030. Here's how to read the evidence — and why the answer depends entirely on which definition you use.

Julien de Waal Sep 20, 2026 10 min

AGI by 2027: who's predicting it and what would it actually take

Dario Amodei says late 2026 or early 2027. AI 2027 maps a quarter-by-quarter sprint. Sam Altman expects it this presidential term. Here's what each actually means — and what the evidence says for and against.

Julien de Waal Sep 20, 2026 9 min

What is the intelligence explosion? The idea that started it all

In 1965, statistician I.J. Good wrote one paragraph that predicted everything. The intelligence explosion — what it is, whether it's already underway, and why it's the bridge between AGI and ASI.

Julien de Waal Sep 29, 2026 8 min
ASI Artificial superintelligence

What is ASI? The stage beyond AGI — and why the gap may be shorter than you think

ASI means surpassing the best humans in every cognitive domain. Here's what researchers actually mean, how it differs from AGI, and what the leading forecasters say about how far away it is.

Julien de Waal Sep 20, 2026 10 min

AGI vs ASI: what's the difference, and how far away is each?

AGI and ASI get used interchangeably, but they describe very different thresholds. Here's what separates them, what the best scenario models say about the gap, and why it matters for the next decade.

Julien de Waal Sep 20, 2026 8 min

The ASI Alliance: what Fetch.ai, SingularityNET and Ocean Protocol built together

Three blockchain-AI projects merged in 2024 to form the Artificial Superintelligence Alliance. Here's what the merger produced, how the $ASI token works, and how this decentralized bet on ASI compares to OpenAI and Anthropic.

Julien de Waal Sep 20, 2026 9 min
Most searched Will it affect me?
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Will AI replace my job? Honest breakdown by profession

Not a vague list. A profession-by-profession breakdown — risk level, what goes first, what survives, and when the key inflection hits. Attached to the 2031 AGI timeline.

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Deep dive

Will AI replace software engineers?

Sep 19 · 9 min
Deep dive

Will AI replace marketers & content creators?

Sep 19 · 8 min
Deep dive

Will AI replace lawyers?

Sep 19 · 9 min
Deep dive

Will AI replace accountants?

Sep 19 · 9 min
Deep dive

Will AI replace doctors and physicians?

Sep 19 · 9 min
Deep dive

Will AI replace graphic and UX designers?

Sep 19 · 9 min
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Will AI replace journalists and writers?

Sep 19 · 8 min
Deep dive

Will AI replace data analysts?

Sep 19 · 9 min
Deep dive

Will AI replace HR and recruiters?

Sep 19 · 8 min
Deep dive

Will AI replace teachers and trainers?

Sep 19 · 9 min
Deep dive

Will AI replace therapists and counselors?

Sep 19 · 9 min
Deep dive

Will AI replace tradespeople? Plumbers, electricians, HVAC

Sep 19 · 9 min

Amazon's AGI layoffs: what they signal about the race to AGI

Amazon cut jobs in its AGI unit while spending $200B on AI infrastructure and $25B on Anthropic. The contradiction is the story — and it has direct implications for anyone watching the AGI timeline or their own career.

Julien de Waal Sep 20, 2026 8 min
From the field Building when AGI is close

The one-person unicorn only makes sense if AGI is close

The math behind why solo founders are suddenly building what used to take a team of 15 — and what the AGI timeline has to do with it.

Julien de Waal Sep 15, 2026 6 min

What I'm seeing building AI agents across 4 ventures in 2026

Not theory. Notes from shipping agentic systems in music, content, and SaaS this year — what works, what breaks, and what keeps pulling the timeline forward.

Julien de Waal Sep 19, 2026 7 min

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