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@rfi-irfos

RFI-IRFOS

Frontier ternary logic · Ternary Intelligence Stack · albert. · Rusty Penguin · est. 2020

RFI-IRFOS

Research Focus Institute · Interdisciplinary Research Facility for Open Sciences

Frontier ternary logic · open science · ecocentric AI

ternlang.com · Graz, Austria · est. 2020


RFI-IRFOS is an independent Austrian research institute building the Ternary Intelligence Stack (TIS) — a full-stack, post-binary AI platform (language, compiler, ISA, virtual machine, linear algebra, API, and model) built on balanced-ternary arithmetic {-1, 0, +1}.

Our proof that the model layer works is albert. — a ternary Mixture-of-Experts language model trained from scratch that grows its own architecture through autonomous, plateau-gated Net2Net surgery.

What we build

  • ternary-intelligence-stack — the full TIS monorepo: the Ternlang language, the BET virtual machine, @sparseskip sparse inference, and albert.
  • albert. — a ternary Mixture-of-Experts language model trained from scratch, growing its own depth via autonomous plateau-gated surgery · HuggingFace
  • rusty-penguin — a ternary-first operating system written from scratch in pure Rust: its own kernel, GUI desktop, from-scratch TCP/IP stack, and a Linux ABI layer that runs real binaries on bare metal.
  • Lighthouse — the institute's sovereign in-house workplace OS: one self-hosted Rust + React binary that runs the entire not-for-profit from a single dashboard — comms, docs, CRM, finance, payroll, HR, governance, and albert.'s live training telemetry beside the company's own data. Append-only 50-year audit trail, offline-first, EU-clean by construction, ternary-native — the institute dogfooding its own stack. (internal · live at ternlang.com/lighthouse)
  • invisible-layer — making the smartphone sensor array visible: surveillance literacy you can feel.
  • albert-spores — a federated weight pool of collaborator checkpoints feeding albert.
  • android-security-audit-2026 — 100 Android apps · 74 companies · 150+ critical findings · NYSE · NASDAQ · LSE · XETRA · coordinated disclosure 2026-09-19.
  • aladdin-mini — open-source disclosure impact trading signal engine + Simeon Hedge System (SHS). named after blackrock's aladdin ($21T AUM). this one is smaller. and free. "sniper, not machine gun."
  • All repositories →

Our research is published in the open — the Ternary Intelligence Stack whitepaper lives on OSF with a persistent DOI.

Patent pending A50296/2026 (TIS platform, Austrian Patent Office). Developed and documented for EU AI Act Art. 13 / 14 / 15 (transparency, human oversight, robustness) compliance by design.


Legal entity

RFI-IRFOS is a registered, fully regulated Austrian entity — not an informal initiative. It is a not-for-profit: it earns revenue through multiple streams permitted by its statutes and reinvests at least 90% of surplus into the research mission (at most 10% retained for operations). Surplus is not distributed to members.

Legal form Registered association (Verein) operating commercially under a licensed Austrian trade
ZVR (association register) 1015608684
GISA (trade register) 39261441 — IT services & automated data processing (free trade, GewO)
Tax number (Steuernummer) 68 028/0989
GLN 9110038490191
Seat Elisabethinergasse 25, 8020 Graz, Austria
Contact contact@ternlang.com · Full legal notice / Impressum
© 2026 RFI-IRFOS · Graz, Austria · ternlang.com

Popular repositories Loading

  1. ternary-intelligence-stack ternary-intelligence-stack Public

    sparse ternary AI stack enabling efficient frontier intelligence without hyperscaler-scale infrastructure.

    Rust 28 8

  2. rusty-penguin rusty-penguin Public

    ternary logic-first OS in Rust.

    Rust 17 1

  3. p2p-repository p2p-repository Public

    A code repository designed to show the best GitHub has to offer.

    HTML 2

  4. 13 13 Public

    Forked from CobioEarth/13

    Ternlang revolutionizes programming paradigms with its vector-based ternary logic system, transcending traditional binary constraints to offer dynamic, adaptive decision-making. Ideal for developer…

    Python 2 1

  5. albert-spores albert-spores Public

    albert. spore pool — collaborator checkpoints for federated weight ingestion

    HTML 2

  6. invisible-layer invisible-layer Public

    your phone is a military-grade sensor array.

    JavaScript 2 2

Repositories

Showing 10 of 41 repositories
  • invisible-layer Public

    your phone is a military-grade sensor array.

    rfi-irfos/invisible-layer's past year of commit activity
    JavaScript 2 2 1 0 Updated Oct 2, 2026
  • rfi-irfos-web Public

    RFI-IRFOS Institute Website — rfi-irfos.com · rfi-irfos.at

    rfi-irfos/rfi-irfos-web's past year of commit activity
    TypeScript 1 0 0 2 Updated Oct 2, 2026
  • pass-the-bot Public

    See your resume the way an ATS reads it. Free, open-source, deterministic keyword-matching diagnostic for job postings vs CVs — no AI black box.

    rfi-irfos/pass-the-bot's past year of commit activity
    Python 2 0 0 0 Updated Sep 29, 2026
  • ai-security Public

    RFI-IRFOS AI Security Evaluation Monorepo — LLM red-teaming, prompt injection, guardrail testing, agent security

    rfi-irfos/ai-security's past year of commit activity
    Python 0 MIT 0 0 0 Updated Sep 24, 2026
  • e-techbike-at Public

    e-techbike.at — Elektromobilität Graz

    rfi-irfos/e-techbike-at's past year of commit activity
    TypeScript 0 0 0 0 Updated Sep 24, 2026
  • gut-check Public

    A System-1/System-2 dual-loop verification gate for AI agents. Fast typed-decision classifier (laya) flags uncertainty, escalates to the big LLM when it doesn't know.

    rfi-irfos/gut-check's past year of commit activity
    Python 0 Apache-2.0 0 0 0 Updated Sep 22, 2026
  • laya Public Forked from NandhaKishorM/laya
    rfi-irfos/laya's past year of commit activity
    Python 0 Apache-2.0 2,686 0 0 Updated Sep 21, 2026
  • ternary-intelligence-stack Public

    sparse ternary AI stack enabling efficient frontier intelligence without hyperscaler-scale infrastructure.

    rfi-irfos/ternary-intelligence-stack's past year of commit activity
    Rust 28 LGPL-3.0 8 0 0 Updated Sep 19, 2026
  • laura Public

    Canary-token honeypot against NFC/Bluetooth proximity data theft. No exploit, no device access, human-reviewed only.

    rfi-irfos/laura's past year of commit activity
    Python 1 MIT 1 0 0 Updated Aug 19, 2026
  • foodchain-analysis Public

    Agent-based model of structural food scarcity

    rfi-irfos/foodchain-analysis's past year of commit activity
    HTML 1 0 0 0 Updated Aug 15, 2026

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