AIX Global – Seed IQ™ (Intelligence + Quantum):
The adaptive control layer for
complex systems
Seed IQ™ is a higher-order intelligence that transforms complex, high-stakes systems into reliable, scalable operations that continuously adapt to changing conditions as reality unfolds over time —
governing execution, not just predicting outcomes.
2026 — AIX independently achieved governed fault-tolerant quantum computing on rented IBM Heron-family QPUs. Read the preprint paper – View quantum results
AIX Global
Governed FTQC
Performed on LIVE IBM Heron-Family QPUs
Adaptive Plasma Stability
TOKAMAK • STELLARATOR • ICF — SCIENTIFIC SIMULATIONS
100% — 25/25
ARC-AGI 3 — All 183 levels across 25 game environments
$1.18M/yr
ENERGY SAVINGS – 50 MW Data Center, 0.03 PUE
Zero Collisions
8 AGENTS – 33 Scenarios – No Central Controller
01 — Why Now
Complex Systems are Outgrowing Predictive AI
Modern infrastructure and financial systems are becoming too dynamic, distributed, and interdependent for conventional AI, automation, and computational methods. Predictive models can forecast. Optimization systems can improve narrow parameters. Monte Carlo methods can estimate outcomes by repeatedly sampling possibilities. Rule-based automation can execute predefined workflows.
Complex systems need something more:
Adaptive intelligence that can govern execution as conditions change, and compute that can directly resolve what conventional methods can only approximate.
Quantum Systems
Execution must remain viable under noise, instability, and operational constraint — beyond what isolated error correction provides.
Financial Risk
Complex financial workloads are still approximated through sampling. Pricing, risk, and scenario models may require millions of simulated paths to estimate an answer, adding computational uncertainty and limiting how frequently complex portfolios can be recomputed as markets change.
Fusion Systems
Plasma conditions are unstable and evolve rapidly. Sustained fusion requires continuous sensing, coordinated intervention, and real-time adaptive control.
Energy and Data Centers
Fragmented subsystems over-buffer, overcompensate, and osciillate against each other — leaving existing energy capacity unused.
Autonomous Operations
Agents must coordinate without breaking safety, flow, or mission alignment — in realtime, not in retraining cycles.
AIX is building the layer that sits above existing systems,
governing real-time execution as conditions change.
02 — A different class of intelligence is emerging
From Prediction to Execution Governance
Deep Learning asks
What is likely to happen next?
Seed IQ™ asks
How does the system maintain viability, coherence, and mission alignment as conditions change?
Predictive AI
Trained primarily on historical data
Optimizes narrow outputs or isolated tasks
Requires retraining or manual intervention when conditions change
Performs poorly outside trained patterns
Recommends action for humans to interpret
Seed IQ™ Adaptive Control
- Adapts to live system conditions
- Coordinates distributed agents across systems
- Maintains bounded autonomy while conditions evolve
- Governs execution under uncertainty
- Produces coherent real-time action across the operating environment
03 — How it works
Real-Time Adaptive Control
Seed IQ™ is not a chatbot, a prediction model, a dashboard, or static automation. It is an adaptive multiagent autonomous control layer built on Active Inference, physics-based dynamics, and decentralized multi-agent control.
Ingest
Goals & Live State
Takes in goals, constraints, domain structure, and live system data — continuously, not at training time.
Infer
Active Inference
Evaluates how the whole operation aligns with mission objectives under current, shifting conditions.
Coordinate
Multi-Agent Action
Distributed agents coordinate and act coherently under uncertainty — no central bottleneck.
Govern
Bounded Autonomy
Runtime admissibility check preserve safety, operational coherence, and mission alignment.
Adapt
Under Change
No fixed rules, no one-time optimization — the layer re-forms as the system and its environment continuously evolve.
04 — Intelligence + Quantum
Higher-Order Intelligence
Adaptive Multiagent Intelligence + Quantum Compute
Seed IQ™ creates higher-order intelligence by combining adaptive multiagent autonomous intelligence with governed fault-tolerant quantum compute. Its agents continuously learn, coordinate, plan, act, and adapt across a changing system. When the system encounters questions or solution spaces beyond classical reach, quantum compute can generate new knowledge and return it directly into the intelligence process, changing what the system understands, decides, and does next.
Adaptive Multiagent Intelligence
Learns, coordinates, and acts across the system
Seed IQ agents operate autonomously within a shared system state, continuously adapting to live conditions, coordinating without centralized planning, and governing execution as the environment changes over time.
- Real-Time Adaptation
- Persistent Identity
- Decentralized Coordination
- Bounded Autonomy
Quantum Compute
Generates knowledge beyond classical reach
Quantum compute extends the system beyond the practical limits of classical computation, allowing Seed IQ to resolve structures, relationships, and solution spaces that could not otherwise enter the decision process.
- Direct Computation
- New Solution Structures
- Deterministic Results
- Beyond Classical Limits
The Combined Architecture
Intelligence determines
what to compute.
Quantum expands
what can be computed.
Understand
Continuously model the state and steer the viability of a complex system
Compute
Reach solution spaces beyond the practical limits of conventional computation
Act
Use the result to govern execution and adapt in real time.
05 — Initial focus: Quantum + Finance + Energy infrastructure
One Control Layer, Proven Where Systems are Hardest
quantum compute
Quantum Compute as an Asset Creation Engine
Seed IQ™ turns governed fault-tolerant quantum compute into a system for creating high-value solution IP. AIX can directly compute molecular structures, reaction pathways, transition states, catalysts, and other complex chemical systems, producing new computational assets for industries where chemistry, materials, and energy economics are constrained by what classical methods can reach.
Demonstrated: spectroscopic-accuracy chemistry across H₂, LiH, H₂O and BeH₂, including transition-state computation, with extension into high-value catalyst systems including FeMo-co.
financial compute
Quantum Financial Compute
Seed IQ™ Financial Compute applies quantum compute directly to institutional pricing, risk, scenario, and portfolio workloads. Instead of repeatedly sampling possible outcomes to estimate an answer, Seed IQ directly computes the workload, producing deterministic, repeatable results through an API built for integration into existing financial infrastructure.
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.
In April 2026, AIX independently achieved governed FTQC on rented, public-access IBM Heron-family QPUs. While the rest of the quantum industry focuses on scaling hardware and code distance for error correction, Seed IQ™ acts as an execution control layer over a quantum run, steering the viability of compute and governing the full validity chain of quantum execution — from the physical layer through logical operations, primitive composition, persistent encoded state, and runtime checking, through to committed result.
- Seed IQ governed fidelity = 1.0000
- Hardware calibrated FTQC Primitive Compute Pipeline: Teleportation, lattice-surgery CNOT, T-gate execution, logical memory
- Runtime admissibility verification on every committed result
- Universal Clifford+T execution via magic-state injection
- Persistent governed encoded register
- Cross-chip and cross-generation convergence across various Heron QPUs
H2
LiH
H2O
BeH2
chemical-accuracy ground states +BeH2 multireference trannsition state
This changes the industry timeline: usable strict FTQC on hardware that exists today – not years from now. Seed IQ is hardware agnostic and gives every hardware player a way to move from “future potential” to usable compute today.
07 — Quantum Financial Compute
Seed IQ™ Financial Compute applies quantum compute directly to institutional pricing, risk and portfolio workloads, replacing repeated statistical sampling with deterministic, repeatable computation.
35X
faster than the published 8xH100 NVIDIA GPU record on the STAC-A2 risk benchmark
20,000
options validated against Black-Scholes-Merton analytics (Quant-Lib) – every price exact to floating-point precision
0.000000
run-to-run spread – identical inputs, identical result, every time
25
API operations across pricing, portfolio risk, and desk & trading
Pricing + Greeks
Instrument valuation, sensitivities and portfolio repricing.
Market Risk
VaR, Expected Shortfall, stress and scenario computation
Counterparty Risk
Exposure, PFE, CCR, and XVA workloads.
Portfolio Compute
Portfolio analysis, allocation, and capital computation.
08 — QUANTUM CHEMISTRY
Seed IQ™ applies governed fault-tolerant quantum compute to molecular structures, transition states, and reaction pathways that can sit beyond the practical reach of classical computation. The result can become new solution IP for industries built on chemistry, materials, and energy.
Discover
Resolve molecular structures, states, reactions, and catalytic mechanisms beyond practical classical compute limits.
Validate
Compare computed results against known chemistry, spectroscopy, and independent reference methods.
Create Value
Turn newly computed structures, pathways, and mechanisms into protectable solution IP.
Catalysts * Materials * Pharmaceuticals * Ferilizer * Energy
Seed IQ can be applied to chemistry problems where knowing the answer creates economic value.
On July 25, 2026, AIX announced Seed IQ™ solved all 25 available ARC-AGI 3 games — the benchmark that tests an Al system’s ability to reason, plan, and act in real time on live data. No pretraining on the tasks, no search, no pattern matching: structural inference through a continuous belief field that collapses to the one globally coherent solution.
183
Game environment level — 100% across all
6,921
Total actions across all 25 games — Super-human efficiency
15s
ARC-AGI 1 Task Solve — belief-field collapse, zero pre-training
Zero
Training, pattern matching, or search — structural inference only
Seed IQ™ does not appear on the official leaderboard because the ARC Prize official TOS requires open-sourcing the full system for official participation. Seed IQ participated on the same public game environments as other proprietary frontier models like Claude Opus 5, GPT 5.4 & 5.6, Grok 4.20, and Gemini 3.1 Pro; all gameplay conducted through the official ARC Prize API and all evaluation results are hosted on the ARC Prize website. Scale increases resolution, not difficulty: the same inference dynamics apply regardless of grid size, geometry, or complexity.
Hidden Energy Waste, Converted into Measurable Value
Energy is quietly lost in the gaps between systems — cooling overreaction, static safety buffers, subsystem oscillation, mi-timed storage. Seed IQ™ overlays existing infrastructure and continuously aligns electrical and thermal behavior. No hardware replacement. No capital disruption. Conservative, illustrative model — 50 MW IT data center:
13.14M kWh
annual energy reduction from a 0.03 PUE improvement
$1.18M /yr
direct energy cost savings — coordination only
+2.27%
sellable compute capacity unlocked under a fixed 70 MW facility cap
$1.4-2.8M /yr
additional monetizable IT capacity at $100-$200 per kW-month
Use case — stadiums and venues
20 MW peak venue – 150 event days
- ~540,000 kWh saved annually from a conservative 3% event-day reduction
- $100K-$150K/yr total savings including base-load coordination
- 0.6 MW freed at peak — $250K-$500K+ in monetizable event capacity
Where the waste lives
Governed as one coupled system
- Dampens oscillatory subsystem behavior; aligns electrical + thermal response
- Dynamically tightens static safety margins under stable conditions
- Converts curtailment and over-buffer into usable capacity
- Value-share deployment: baseline → overlay → measure → share the gain
Adaptive Plasma Stability, Converted into Commercial Viability
Fusion does not become commercially useful simply because a reactor can produce fusion conditions. Those conditions must remain controllable as plasma behavior, temperature, density, shape, and operating conditions continuously change.
Seed IQ™ is now operating against scientific fusion reactor simulations, continuously sensing plasma telemetry, identifying developing instability, and executing corrective control actions in real time.
Unlike a system that simply predicts a disruption, Seed IQ governs the evolving system state continuously: sense → assess → intervene → observe → adapt.
This positioning is well supported by the actual fusion-control problem. ITER describes disruptions as plasma-terminating events capable of damaging tokamaks and reducing operating time, and states that high availability and high performance depend critically on control.
3
fusion simulation architectures
Tokamak • Stellarator • Inertial Confinement
Continuous
adaptive stabilizatiion
Live sensing → instability detection → corrective action
$6.1–8.8M /yr
value of each +1% availability
Illustrative 1 GWe plant at $70–$100/MWh
$30.7–43.8M /yr
value of +5% availability
Illustrative 1 GWe commercial plant economics
Illustrative economic sensitivity only. Seed IQ performance improvements on physical fusion reactors have not yet been measured.
What Seed IQ is Doing
Governed as one continuously evolving system
- Observes plasma telemetry as conditions develop
- Detects movement toward instability before loss of control
- Determines when corrective intervention is required
- Executes control actions and immediately evaluates the resulting state
- Continuously adapts rather than relying on a single corrective event
Where the economic value lives
Stability becomes an availability problem
- Reduced disruption-related operating losses
- Greater reactor availability and energy production
- Reduced exposure to component damage and repair downtime
- Longer useful component life
- Potential to operate closer to high-performance limits while maintaining control
Commercial model: reactor developer integration → simulation validation → physical-system validation → licensing / recurring control infrastructure
Fusion is moving from a science program toward a commercial industry. More than $10 billion in private investment is already advancing fusion technologies and demonstration projects, while the U.S. Department of Energy’s 2026 roadmap targets the infrastructure and technology gaps required for fusion pilot plants and commercial power.
12 — Domain agnostic by design
One Control Architecture. Many Complex Systems
Quantum, finance, energy, data centers, warehouses, robotics, logistics, manufacturing, healthcare, smart cities – not separate products. Each is a configured solution-space built on the same adaptive control architecture, protecting the core while deploying fast.
Quantum
Finance
Fusion
Energy
Data Centers
Logistics
Robotics
ADAPTIVE EXECUTION LAYER • ACTIVE INFERENCE • MULTI-AGENT CONTROL • RUNTIME ADMISSIBILITY
EXISTING SYSTEMS • SENSORS • ACTUATORS • OPERATIONAL DATA
Quantum execution governance
Govern logical execution on real QPU fleets, beyond isolated QEC for chemistry and finance
Fusion plasma control
Continuously sense evolving plasma conditions and execute adaptive stabilization actions across reactors
Energy yield amplification
More usable capacity from data-center infrastructure that already exists.
Autonomous warehouse control
Dark-warehouse multiagent coordination with bounded autonomy.
Licensing & API deployment
Strategic licensing and API-based models for configured solution-spaces.
Most AI predicts.
Seed IQ™ governs.
One adaptive control architecture — proven on live quantum hardware, the hardest public reasoning benchmark, real energy economics, and collision-free autonomous fleets. Not separate products — one intelligence, configured per domain.
Built By People Who Know How to Execute at Scale
Founder & CEO
Denise Holt
Recognized leader in Active Inference Al, Spatial Al, and distributed intelligence.
Voting member, IEEE P2894-2025 Spatial
Web Protocol. 30+ years founding and commercializing companies across digital media, fintech, consumer electronics, Web3, and Al.
Leads vision, category positioning, commercialization, and strategic partnerships.
Co-Founder & Chief Innovation Officer
Denis Ovseyenko
Inventor of AS FoB HMC - Seed IQ's patent-pending IP. 27+ years building resilient, real-time systems for financial services. Designed and led Al-enabled platforms at Microsoft, Apple, Boeing, Credit Suisse, Deutsche Bank, and Morgan Stanley.
Leads technical strategy, Seed IQ architecture, and IP development.
Head of Middle East Business Development and Strategic Partnerships
Matthew Heaviside
20 years managing international operations with $7.3B+ in complex capital technology projects across Al, computing, telecom, and energy. Roles spanning Accenture, PIF, Ericsson, Hitachi, and other F500 firms.
Leads partnerships, enterprise pilots, and growth.
Advisory Board & Counsel
Abdullah Almarri — Strategic Advisor, Middle East (PIF, Saudi Aramco, TAQA) Peter Bordes — Capital Markets (Trajectory Ventures, 100+ companies)
Alan Silberberg – Cybersecurity (Digijaks) Matt Baker — Sales Strategy (BDR). Gunderson Dettmer – Legal counsel
Abdullah Almarri — Strategic Advisor, Middle East (PIF, Saudi Aramco, TAQA)
Peter Bordes — Capital Markets (Trajectory Ventures, 100+ companies)
Alan Silberberg – Cybersecurity (Digijaks)
Matt Baker — Sales Strategy (BDR).
Gunderson Dettmer – Legal counsel
The Work is Public — Read It
Technical Paper – 2026
15 — Engage
The Next Layer of Complex-Systems Infrastructure is Being Built Now.
AIX is engaging with infrastructure leaders, strategic partners, investors, and enterprise teams preparing for the next era of adaptive autonomous systems.
16 — Contact
Request a Strategic Briefing
For infrastructure leaders, strategic partners, investors, and enterprise teams.
Seed IQ™ begins with quantum execution and energy infrastructure; its larger purpose is to become the adaptive control layer for complex systems across industries. Tell us where execution is breaking, and we’ll show you what governed execution looks like at your scale.
- Your organization type and misision
- The operational challenge and its scale
- Timeline and integration requirements
© 2026 AIX Global, inc. – All rights reserved
Seed IQ™ Intelligence + Quantum
Legal Counsel: Gunderson Dettmer
