Skip to content
Agientry

BLOG

Blog

WaterfallPagination
Dream Labs Comes Out of Stealth With $90M Seed: World Action Model Dream-1 Drives 27 Unseen Robots Zero-Shot at $3 an Hour
FEATURED

Dream Labs Comes Out of Stealth With $90M Seed: World Action Model Dream-1 Drives 27 Unseen Robots Zero-Shot at $3 an Hour

Dream Labs emerges from stealth with $90M in seed funding and Dream-1, a World Action Model that drives 27 robots it was never trained on over a public API at $3 an hour, about $0.0013 per action.

World-action modelsEmbodied AIZero-Shot Generalization
Dream Labs· 2026-10-20T00:00:00
All
Embodied AI16Humanoid11VLA10Reinforcement Learning9AI Agent6Claude Code6World Models6LLM Agent5NVIDIA5Agent Harness4Boston Dynamics4Dexterous Manipulation4Game Development4Google DeepMind4MCP4System One Models41X3Agentic Coding3Atlas3Codex3
Laya, the Open-Source System 1 Decision Model: 421M Parameters, One 33 ms Forward Pass

Laya, the Open-Source System 1 Decision Model: 421M Parameters, One 33 ms Forward Pass

Convai Innovations' open answer to TypeSafe Jev: a 421M non-autoregressive decision model trained with RLCD proper scoring rules, plus the README's honest limits and real Jev comparisons.

System One ModelsLaya
Nandakishor M / Convai Innovations · 2.2k views · Sep 21, 2026
Build Your Own Jev (100% Local): Recreating Fixed-Answer Scoring with SGLang

Build Your Own Jev (100% Local): Recreating Fixed-Answer Scoring with SGLang

Jev-style fixed-answer scoring reproduced locally with SGLang /v1/score: single-token labels, restricted softmax, confidence-gated routing, and a 6 ms vs 1088 ms benchmark against generation.

JevSystem One Models
Avi Chawla · 1.8k views · Sep 20, 2026
Jev and System One Models: Frontier Intelligence as a Function Call

Jev and System One Models: Frontier Intelligence as a Function Call

A deep read of TypeSafe's first System One Model: three question primitives, the economics of parallel calls, confidence-gated routing, eval caveats, eight jagged edges, and the OpenJev local repro.

TypeSafeJev
TypeSafe AI / RobotWorld 整理 · 3.1k views · Sep 18, 2026

As an Amazon Associate, we earn from qualifying purchases.