TECHNOLOGY
A Different Class of Intelligence is Emerging
Seed IQ™ operates as an adaptive multi-agent autonomous control layer, not a prediction engine and not an optimization heuristic. It governs how complex systems behave over time by coordinating multiple agents that learn, adapt, and act locally while remaining coherent at the system level.
Advanced Applications and Breakthroughs
Explore how Seed IQ™ occupyies a solution-space that current AI approaches do not reach – where intelligence is measured by how well it governs execution under uncertainty, contains failure before it cascades, and preserves coherence as systems scale.
04 — Initial focus: Quantum + Energy infrastructure
One Control Layer, Proven Where Systems are Hardest
quantum computing
Governed fault-tolerant execution
In April 2026, AIX independently achieved governed FTQC on rented IBM Heron-family QPUs — a persistent encoded register, runtime admissibility checks, and a universal primitive compute engine spanning teleportation, lattice-surgery CNOT, T-gate execution, and logical memory.
Demonstrated: H2 • LiH • H20 •BeH2 chemistry workloads goverrned beyond isolated error correction.
Fusion Systems
Adaptive plasma stabilization
Seed IQ™ connects to scientific fusion reactor simulations, continuously senses evolving plasma conditions, detects developing instability, and triggers corrective control actions in real time to maintain stable operation.
Demonstrated: adaptive plasma stabilization across tokamak, stellarator, and inertial-confinement simulation environments.
Energy Systems & Data Centers
Yield from fragmented control
Inefficiency emerges not from hardware limits but from fragmented control — subsystems widen buffers and overcompensate under uncertainty. Seed IQ™ coordinates energy, cooling, compute demand, and operational constraints as one system.
Outcome: reduced waste and increased usable yield from existing infrastructure — no new hardware.
Autonomous Warehouse
Dark-warehouse autonomous coordination
Through a strategic dark-warehouse initiative, Seed IQ™ learns system structure, ingests live operational data, and constsantly evaluates how to align the entire operation with business goals — multiagent coordination with safety andd flow control built in.
Demonstrated: zero collisions regardless of the situational complexity — multiples of agents, 33 scenarios, no central controller, no global map, no predefined routes.
ARC AGI 3 General Intelligence Benchmark
Seed IQ™ Solves All 25 Games, mastering the entire public benchmark dataset that tests an AI system's ability to reason, plan, and act in real time to live data.
Seed IQ operated at top human-level performance, achieving 100% across all 183 game environments.
Explore our official Seed IQ scorecard, watch game replays, explore the granular detail level-by-level... It's all here on the ARC Prize website. All gameplay was performed through the official ARC Prize API, and all scorecard evaluation results were provided by ARC Prize and are hosted on their official website.
** Important note: Seed IQ does not appear on the ARC-AGI 3 official leaderboard because their TOS requires open-sourcing your full code and system for "official" participation. All games are availabe for public gameplay through their API on their website in lieu of official participation.
To date, Seed IQ is the only system to master all of the games in this public dataset, and the only system to score 100% across the board.
-- On July 24, 2026, ARC Prize announced Claude Opus 5 had solved 5 of the public games with an overall score of 30.2% of the public dataset.
-- As of July 25, 2026, the top score on the official leaderboard for ARC-AGI 3 is less than 2%, with the high score at 1.86%.
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Seed IQ™ Intelligence + Quantum
Legal Counsel: Gunderson Dettmer
