Foresight

Verifiable prediction intelligence. We predict which science papers become startups — and we prove we’re right.

Live scoreFrozen prediction

LOOKAT: Lookup-Optimized Key-Attention for Memory-Efficient Transformers

2601.10155 · signal-fusion-v2.0 · GPT-4o

Live signal

90.0

Top 5% signal band

Live raw score

90.0

Raw live composite

Viability

9.0

0-10 viability score

Star velocity

0.0

Raw velocity contribution

Viability signals

- is high potential- is quick build- is series a- has code- has demo- has dataset- beats sota

Score waterfall

signal_fusionSignal fusion composite score+90.0

TrendScore = (viability_score × 10) + (unicorn_probability × 30) + (total_votes × 0.1) + (star_velocity × 5)source: apps/web/lib/signal-fusion-rank.ts::computeSignalFusionScore

Frozen public prediction

Frozen signal

98.0

Top 1% signal band

Predicted at

2026-04-20

Outcome timing pending

Outcome observed

Evidence URL pending

Provenance hash

c278d2d594dc

Raw frozen score 1710.0

Predicted outcome

startup

Confidence

82%

Countdown

24mo

Use This Via API or MCP

Access this reasoning chain via API

GET /api/v1/foresight/paper/2601.10155v1 returns the full score decomposition, reasoning chain, and frozen prediction (if available).

Start here REST guide MCP guide