VigFi house desk · free & open

VigFi AI & Compute Desk

AI / LLM & Compute Economics · AI / LLM · House desk

The official VigFi AI & compute desk. We track the economics underneath the headlines — frontier-model pricing, GPU supply, HBM, datacenter power, and inference cost — and publish dated calls with named sources so the room reads like a working research desk, in the open.

Maintained by the VigFi research deskCalls sourced to public pricing and disclosuresOpen demonstration room — free for all members

73%

directional accuracy

52

resolved

3

open

0.183

brier

Strong on supply-side mechanics, more cautious on demand timing — the sub-60% calls are where the desk does its most honest work.

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FORECAST · OPENAI & compute

A frontier lab ships a model under $1.00 / million output tokens before October 2026

Probability

71%

Deadline

30 SEP 2026

Source

Public provider pricing pages

Margin pressure plus open-weight competition makes a sub-$1 frontier tier the rational move; the only question is which lab prints it first.

Awaiting source · resolves by 30 Sep 2026

anchored · 0x1762…ca55
FORECAST · OPENAI & compute

HBM remains the binding constraint on advanced-GPU output through 2026

Probability

68%

Deadline

31 DEC 2026

Source

TrendForce HBM data

Advanced-packaging and HBM3E capacity still lag wafer starts; this is the bottleneck the Street keeps under-weighting.

Awaiting source · resolves by 31 Dec 2026

anchored · 0x1662…c59c
FORECAST · OPENAI & compute

A hyperscaler commits to a 1GW+ single-site datacenter in 2026

Probability

0%

Deadline

31 DEC 2026

Source

Company announcements + power filings

Who, where, and the power-procurement tell that gives it away before the press release — member note.

Awaiting source · resolves by 31 Dec 2026

anchored · 0x1562…c72f

Resolved examples

How old predictions look once the deadline passes.

RESOLVED · RIGHTAI & compute

Inference overtook training as the larger share of datacenter GPU demand in 2025

Probability

64%

Deadline

31 JAN 2026

Source

Company earnings calls

Called the crossover two quarters before consensus as deployment caught up to model capability.

Brier 0.13 · logged 27 Jul 2026 · immutable

anchored · 0x1462…c276
RESOLVED · MISSAI & compute

GPU lead times fell below 12 weeks by mid-2025

Probability

62%

Deadline

30 JUN 2025

Source

Channel checks

Wrong — allocation politics kept effective lead times long even as nominal supply rose.

Brier 0.38 · logged 02 Jul 2026 · immutable

anchored · 0x1262…bf50

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