Applied AI systems · Research · Architecture
We build for the harder part.
Focused software and experimental architectures for the point where a convincing answer is no longer enough.
A doorway into ASI
Interface preview. Explore the work
or prepare a question for the team.
Selected systems
A useful system starts with a particular problem, not a promise to do everything. Explore the purpose, the intended approach and the limits of each project.
Find the thing you mean.
Explore AiFILE →In developmentAI-led discoveryWhen AI answers, will it mention you?
We’re developing a new approach to helping businesses improve their visibility in AI-led discovery—from ChatGPT and Gemini to Grok, Claude and beyond.
Explore Vaiseo Genius →In developmentNuance. Balance.Nuance. Balance. Your judgement.
A clearer view of the content competing for your attention.
Explore NB →In developmentAI fraud awarenessFake intelligence. Real consequences.
AI-enabled scams. Digital impersonation. Deception that looks convincing.
Explore FAIKE →Development and research previews are not public software releases. See access information →
HOPE AI · FIELD NOTES
Human–AI Synergy. Difficult questions, unexpected connections and ideas worth investigating from INAI’s shared research practice.
FIRST NOTE · INAI-SET CHALLENGE · PROPOSED APPROACH
IGLR · Invariant-Gated Long Reasoners
What must remain true as a task becomes longer, more complex and less certain?
IGLR explores reasoning architectures built around explicit constraints, checks on proposed outputs, and deliberate routes to correction, clarification or abstention.
Experimental research. No claim of infallibility or demonstrated general superiority.
Concept visual · not a live test
What if more useful intelligence comes from designing the relationship between people and AI—not simply asking either to do more alone?
HS-AGI is our research hypothesis about complementary strengths, shared context, feedback and explicit human authority. Our ambition is to bring more useful collaboration beyond specialist labs.
Explore the hypothesis →Research direction. Not a claim that AGI has been achieved or that a public release is imminent.
Architecture before automation
We begin with what is known, what must remain true, what the software may do, and when a human must decide. Models are components. The surrounding design determines how their capabilities are used.
What supports the answer?
What conditions must be checked?
Which actions require approval?
What happens when the system is wrong?
Software & access
AiFILE is being prepared as ASI’s first free Mac download. Its product page shows the current beta capability and release status; the download remains closed until the final public package is cleared. Other projects stay preview or research-only until separately approved.
See access information →Start a conversation
Tell us what you are trying to achieve, what must not go wrong, and what a useful outcome would look like.
