Coming soon · Private beta

Every AI today is a session.

Quarq is a presence.

The AI that actually grows with you.

No spam. Early access only.

Three layers of continual learning.

Quarq doesn't use one memory approach. It uses all three. Different patterns belong in different places. Quarq routes between them automatically, because it knows you.

Step 1

Behavioral Fingerprinting

Quarq observes how you think, decide, and communicate. It builds a continuous behavioral model: not a list of facts, but a deep understanding of your patterns.

Step 2

Hybrid Memory Routing

Not all memories are equal. Behavioral patterns get baked into weights, with zero retrieval cost. Explicit facts go into a structured memory database. Active context stays in the window. Quarq routes between all three, using each layer for exactly what it does best.

Step 3

Personal AI Assistant

Your Quarq AI assistant runs continuously: always observing, always routing, always updating. It decides what belongs in your weights, what belongs in your memory database, and what belongs in the active session. Automatically.

“The best AI won't be the smartest one. It'll be the one that knows you.”

The Quarq Memory Stack

Three layers. Each optimized for what it does best. One unified presence.

Layer 3: Context Window
Real-time

Working Memory

Active session, current task, routing index. Small, fast, purposeful. Cleared and rebuilt each session.

Layer 2: Memory Database
Semantic graph

Knowledge Layer

Facts, events, relationships, documents. Fast tier for recent access. Slow tier for deep history. Structured and searchable.

Layer 1: Model Weights (SLM)
Continual LoRA

Behavioral Layer: The Foundation

Your communication style, decision patterns, and implicit preferences, baked into the model itself. No retrieval. No prompting. The model is this way because of you.

← Others only inject context. Quarq optimizes all three layers, routing between them intelligently.

The SLM knows what's stored where, routing between all three.

Memory vs. Continual Learning.

Every AI assistant today resets when you close the tab. They store notes. They retrieve fragments. They don't grow. Quarq is built differently, from the ground up, for continuity.

Others read your history.
Quarq becomes your history.

Today's AI Assistants

Every session starts from zero
Memory is just stored text fragments
No relationship, only isolated sessions
Context window as "memory"
Retrieval-based recall
Same model for everyone

Quarq

Continuous. Never resets.
Behavioral fingerprint baked into the model
A presence, not a session
Hybrid memory: weights + DB + context
Learns your patterns, not just your facts
Unique model per person

“It doesn't remember you. It knows you.”

Your AI is always running.

Not when you open an app.

Persistent Runtime

Quarq runs in the background, continuously processing and learning. No cold starts, no context loading, no warmup time.

Ambient Awareness

It observes patterns across your digital life: how you write, what you prioritize, when you're focused vs. scattered.

Cross-Platform

One model, every surface. Desktop, mobile, voice. Your Quarq is the same presence everywhere.

Be first to experience Quarq.

We're building the AI assistant that actually grows with you: behavioral fingerprinting, hybrid memory, and a presence that never resets. Join the waitlist for early access.

Limited spots. No spam.