Roadmap

Where we are and where we're headed

Ailuro exists because we believe personal AI should be deterministic, private, and honest. Instead of guessing at what you mean, it understands language through structured logic and validates everything against a physics-grounded ontology. No cloud. No hallucination. No compromise.

Milestones

Understand Any Language Complete

Tokenization, POS tagging, clause analysis, verb chains, sub-clauses, and long-distance dependencies — all driven by modular language packs, not hardcoded English rules. Currently shipping English, Spanish, and Dutch, with Korean and Arabic in development.

Know Things Complete

A multi-tier ontology with thousands of concepts, physics-based validation (agency, affordances, spatial logic), and a knowledge pipeline that ingests structured facts from curated sources. Every claim is traceable to its origin.

Learn from the User Complete

Ailuro remembers what you teach it — biographical facts, vocabulary, preferences — stored locally in your personal database. It asks clarifying questions when uncertain, never assumes, and lets you retract anything.

Communicate In Progress

Natural language generation, conversational flow, startup greetings, error messaging, and the full experience loop: understand the user, do something useful, explain what happened — in their language.

Be Useful Planned

Day-to-day assistant capabilities built on general-purpose knowledge structures: ordered procedures, named collections, scheduling, translation lookups, relational queries, and basic arithmetic — all domain-agnostic and composable.

Prove It Planned

An empirical benchmark suite that puts Ailuro head-to-head with mainstream LLMs on factual accuracy, traceability, consistency, and privacy. Not marketing — reproducible, open methodology.

Non-Negotiables

100% On-Device

Your data never leaves your machine. No cloud inference, no telemetry without explicit consent. Delete everything in one click.

Zero Hallucination

Deterministic logic, not statistical guessing. Every answer is traceable to a source. If Ailuro doesn't know, it says so.

Every Language, First-Class

Language packs are modular. Under-resourced, indigenous, and sign languages are first-class citizens — not afterthoughts bolted on later.

Ethics in the Architecture

Child protection, cultural preservation, and a ban on willful harm are structural constraints in the engine — not toggleable settings.

What's next: We're working toward an alpha release for a small group of testers. If you'd like to follow the build or become a founding member, head back to the home page.