SDK
betaThe reasoning layer itself, for your own stack. The beta opens at the launch on 17.11; join the waitlist to hold your place.
For you if you build AI into your own product.
Most AI asks you to trust it. MDIL lets you check it. MDIL is a deterministic reasoning layer: it decides by rules you can read, any model writes the words, and every answer leaves with a receipt.
Launch: Tuesday 17 November 2026 at 17:11 Helsinki time, at Allas Pool Helsinki.
The MDIL SDK is launched.
The reasoning layer itself, for your own stack. The beta opens at the launch on 17.11; join the waitlist to hold your place.
For you if you build AI into your own product.
Wraps the agent you already have and moves its decisions onto a deterministic plane. Limited places, in order of arrival.
For you if you already run an agent.
An AI agent your business can trust. And send out. It answers from facts you have approved, and asks you when it doesn't know.
For you if you run a business.
MDIL Labs Oy (Helsinki) keeps your email and the lists you picked only to tell you when they open or to invite you, nothing else. AIRUT signups are also seen by the AIRUT team (info at airut.ai). Ask info at mdil.ai to see or delete them at any time. Lists are deleted within 12 months, and the party list right after the party.
Questions first? Ask Airut, the chat at the bottom right: what REMAP changes, what happens to your data, where the savings come from. It runs on MDIL: MDIL decides how each answer is built. What the chat keeps, and for how long: Privacy.
Want to be there when it launches? Request an invite.
Admit one · HelsinkiThank you, we have declared you to the event.We'll write when the invitations go out.
Admit one · HelsinkiREMAP wraps the agent you already have and moves its decisions onto a deterministic plane: no tokens, no GPU, every decision audited. The model keeps writing. It stops deciding.
Signups open · limited places · in order of arrival
The decision is made before the LLM is invoked. Routing, guards, privacy and are-we-done are deterministic computation, with no model in the loop.
None, on the common path. It runs on the hardware you already own.
Decisions are made by declared, deterministic detector ensembles (MMTs), not by trained weights. Every result lands in a hash-linked, tamper-evident audit chain.
Your framework, tools, prompts and code stay. REMAP moves only the decisions where an agent goes off the rails.
Airut welcomes your guests in their own language, answers from facts you have approved, asks you when it doesn't know, and relays your answer. On your website, in WhatsApp, wherever your guests are.
If you can read and write, you can build your own Airut.
Nothing reaches a guest that isn’t in your approved facts or from you. When it doesn’t know, it asks you, then relays. Never a guess.
Airut talks to others on your behalf: on your site, in your guest’s WhatsApp, in any language, and back to your phone when a question is one for the house.
An answer once approved is served by the engine, not the model. Answering it again costs nothing.
All three are ticked. Untick what you don't want.
Coming to the launch night? Request an invitation to Allas Pool Helsinki →
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