Feb 2026 · Inkhaven

On recent AI progress

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I'm on record as being on the skeptical side of AI progress as of late.[1],[2] In brief, all AIs are close in the benchmarks[3] and also feel pretty comparable wrt to performance, and also not a crazy qualitative step change vs GPT-3.5/4, compared to the wow of going from GPT-2.

But now as of a month ago, there seems to be a lot happening especially wrt to agentic coding.

  1. Bridgewater's AIA Forecaster, which uses a multi-agent architecture with retrieval and statistical calibration, is claimed to be statistically indistinguishable from superforecasters, yet it still underperforms liquid prediction market consensus.[4] 
  2. My whole research workflow has changed; I seem to be able to generate economics papers with Claude Code; I sent a link about 'Gastown' to a friend, who shared feedback from a contact already using it in production. He explained that while standard assistants often hit 'context overload' and try to cut corners, Gastown avoids this by splitting duties between a 'Task Master' that plans and 'Workers' that execute. He described the experience as managing 'a team of dumb but persistent interns'—agents that never get bored and strictly follow TDD rules, refusing to proceed until tests pass.
  3. Markets seem to be reacting:

Now we are getting serious…

by Tyler Cowen February 4, 2026 at 2:39 am in

Current Affairs

It is about time:

'US tech stocks fell sharply on Tuesday as fresh concerns about the impact of AI on software businesses swept across Wall Street.

The tech-heavy Nasdaq Composite fell 1.4 per cent, while the broader S&P 500 was down 0.8 per cent. Markets were dragged lower by large declines for a host of analytics groups following AI company Anthropic's launch of productivity tools for its Claude Cowork platform that can help automate legal work.

Analytics groups Gartner and S&P Global fell 21 per cent and 11 per cent, respectively, while Intuit and Equifax both declined more than 10 per cent. Moody's fell 9 per cent and FactSet lost 11 per cent.

A JPMorgan index tracking US software stocks fell 7 per cent, taking its loss this year to 18 per cent.'

Here is more from the FT.


  1. Hackernews, Reddit for software engineers, is abuzz with AI news; some of top 10 most upvoted articles:

Mon, Feb 2

Wed, Feb 4

Thu, Feb 5

Sat, Feb 7

Sun, Feb 8


Notes

[1] Hauke Hillebrandt - Is AI scaling hitting diminishing returns? 

[2] Try o3-pro in ChatGPT for $1 - Hauke Hillebrandt 

[3] https://epoch.ai/benchmarks/eci 

[4] [2511.07678] AIA Forecaster: Technical Report