Adaptive agents
Systems that gather information, form workable models, pursue longer-horizon objectives, and revise plans when evidence changes.
Investors & strategic partners
Build the frontier with us.
Explore AI develops adaptive intelligence: systems designed to reason, learn through interaction, and operate efficiently in complex environments. We connect long-horizon research with products that make progress observable.
CompanyFounded in 2026
ModelResearch ↔ product loop
HorizonDurable adaptive systems
01 Company thesis
Intelligence becomes useful when it can adapt.
Scaling has moved AI forward. We believe durable progress also depends on better exploration, memory, efficiency, evaluation, and richer interaction between models and the worlds in which they operate.
Efficient intelligence
Methods and systems aimed at improving useful capability per unit of compute, data, latency, and deployment complexity.
AI for science
Multimodal systems and human-centered workflows that help organize evidence, reason across scales, and support discovery.
Interactive worlds
Photon47 turns perception, action, memory, cooperation, and consequence into a visible product and an evolving proving ground.
02 Signals
Measure progress. Keep the context attached.
We pair research signals with working systems and state limitations beside the claim. A metric is evidence about a specific task—not the whole mission.
ARC‑AGI‑3 · Kaggle public score
>1.85Work by our team includes an ARC‑AGI‑3 competition submission with a Kaggle public score above 1.85.
This is a narrow, changing public-leaderboard result. It does not establish general intelligence, a final placement, broad reliability, or performance outside the competition. Read the full claim context →
Product evidence
47A connected biological universe built to be explored.
Photon47 makes systems visible through real movement, tactics, character roles, and consequences across connected worlds. Explore the interactive atlas or enter the playable build.
03 Strategic acceleration
Capital should compound learning.
We are interested in partners who can help deepen the technical foundation while shortening the path from research insight to useful, inspectable products.
Research & compute
Expand disciplined experimentation across agents, efficient models, multimodal reasoning, and AI for science.
Evaluation infrastructure
Build reproducible environments, behavioral diagnostics, and evidence systems that reveal both capability and failure.
Products & distribution
Turn strong research loops into accessible tools and interactive worlds that reach people, partners, and new use cases.
04 Partner fit
Long-term conviction, technical curiosity.
We welcome thoughtful conversations with investors and strategic partners who understand foundational AI, scientific development, interactive products, and the discipline required to turn ambitious research into a durable company.
Patient horizon
You value durable technical advantage and evidence-led iteration over short-lived narrative cycles.
Constructive depth
You can engage with research, systems, product, market, and organizational questions without flattening their complexity.
Useful network
You can help connect talent, infrastructure, distribution, scientific collaborators, and responsible pathways to scale.
Investor inquiry
Tell us where your conviction comes from.
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