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LIGHTS OUT LABS
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Robots that Think, Robots that Build.

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PRECISION PHYSICAL AI — AN AUTONOMOUS LOOP FROM CONCEPTION TO CASH

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ROBOTS THAT BUILD
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BUILD Nº 001
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\n SIM-TO-REAL\n
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The Recursive Heart
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SERVICE → REAL-WORLD DATA →
MODELS → PHYSICS → DESIGNS
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SECOND PRODUCT FAMILY: CONCEIVED → COMMITTED IN ONE AFTERNOON (THE FIRST TOOK THREE MONTHS) · FIRST FULLY HUMAN-GATED AUTONOMOUS REDESIGN CYCLE — SHIPPED JULY 2026 · PHYSICS SURROGATES AT 1–4% HELD-OUT MAPE ACROSS TWO PRODUCT FAMILIES · EVERY VERDICT CONTENT-ADDRESSED: SHA-256 GEOMETRY → REQUIREMENT → EVIDENCE → BASIS · COST TARGETS CARRY THE SAME CHAIN — QUOTES AND RATES ARE CITED, HASHED, SUPERSEDABLE
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01LIVE
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CONCEPTION
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Generative & agentic design intelligence + PLM thread — the machine is born parametrically. A family that fails its birth contract is not born — requirements, materials, masses, BOM, and solved geometry are refusal conditions at birth.
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PLM THREADBIRTH GATE · LIVEANTI-ECHO · LIVEMARKET GAP FEED · ROADMAP
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Parametric intent → candidate geometries, autonomously.
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02LIVE
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DIGITAL TWIN
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A physically accurate twin of what's being built — the world backbone. The parametric twin is live in our own neutral format; visual and factory twins render from it — on roadmap.
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LØ TWIN FORMAT · LIVEOMNIVERSE · ROADMAPOpenUSD · ROADMAP
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One source of truth across design, sim, and build.
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03LIVE
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PHYSICS & SIMULATION
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High-fidelity physics made fast; generative world models to close sim-to-real — staged.
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ISAAC · ROADMAPNEWTON · LIVEPhysicsNeMo · LIVECOSMOS · ROADMAP
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LIVE: IN PRODUCTION TODAY · ROADMAP: STAGED, NOT YET CLAIMED
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GPU statics & contact in production; GPU dynamics gated behind our own validation — the sovereign path never depends on it.
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Millions of virtual trials before a single real part.
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04ROADMAP
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SOURCE
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Autonomous vendor management across the supply base. Should-cost is already live: every cost target is built bottom-up from cited rates and content-addressed like a stress result.
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VENDORSSHOULD-COST · LIVE
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The supply base, self-managing.
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05ROADMAP
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PLAN
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Material planning, factory build plans, and on-time delivery.
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MRP
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Every material and minute, orchestrated.
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06ROADMAP
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TRANSFORM
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Lights-out manufacturing — robots building robots.
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LIGHTS-OUT
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The line runs dark — and never stops learning.
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07ROADMAP
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DELIVER (ORDER & FULFILL)
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Ship, track, and confirm — factory floor to customer door.
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SHIP
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From dock to door, autonomously.
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08ROADMAP
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SERVICE
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Autonomous support & feedback — closes the loop back to design.
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FEEDBACK
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Field truth becomes the next design.
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\n \n META-AGENTS GOVERN AN AUTONOMOUS AGENT FLEET · HUMAN GATES · MERKLE PROVENANCE\n \n
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SOVEREIGN RUNTIME SUBSTRATE — LIVE · NVIDIA-ACCELERATED PHYSICS · NIM ON ROADMAP
\n\n \n INQUIRE — LIGHTSOUT@LO-LABS.AI\n\n \n
44.9537° N · 93.0899° W
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