AI Futures Model, bug-fixed

The AI Futures Model with the fixes from aifm-vibecoded-fixes, running entirely in your browser next to the original. Blue is the fixed model and orange the original. At the presets they agree to within a day; move a slider or pick an example to see where the fixes matter.

Mostly unverified fixes. The fixes were written by Claude, along with GPT-6 Astra. Julian Bradshaw has verified only one of them (aifm-public#1). See BUGS.md for what each fix does.

Examples
Coding labor
Research taste
Calibration
Any model parameter by its API name (as sent to /api/compute), for example rho_coding_labor = -3. Applied after the sliders.
Starting…

When each milestone arrives

Fixed Original

Progress over time

Fixed Original

Cumulative effective compute, in orders of magnitude (the model's "progress"). The dotted line is the present day.

Milestone table

How to read this

  • Each setting runs twice: once with the fixed model and once with the original (the upstream commit this repository started from). Both get exactly the parameters the website would send.
  • AC is the automated coder, SAR and SIAR the superhuman and superintelligent AI researcher, and ASI artificial superintelligence, as defined by the AI Futures Model. AIR-25× is when AI speeds up software progress 25-fold.
  • The examples reproduce the cases in BUGS.md. "Taste 10 SD" is not a bug: both models give nonsense there, because calibration assumes human-level research taste in the past.
  • Everything runs in your browser with Pyodide; the first load downloads about 30 MB. Settings are kept in the URL, so a link reproduces them.