Continual Learning2 minFeb 2, 2026Featured

Beyond Fine-tuning

Data ingestion in language models shouldn't be a "clean slate" process. In the Continual Learning approach we are developing with Xctopus, each new learning phase doesn't start from scratch or re-ingest the entire history, but instead operates on informational deltas, assuming that prior knowledge has already been internalized.

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Research2 minJan 24, 2026Featured

Bio-Inspired Architectures: The Xctopus Concept

Exploring the bridge between biological inspiration and AI engineering through the lens of decentralized knowledge.

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Research2 minJan 23, 2026

The Orchestration of Knowledge: Navigating the Xctopus Challenge

A deep dive into how Xctopus manages knowledge fusion through semantic mass and hierarchical Titan nodes.

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Research3 minNov 17, 2025Featured

Introducing Xctopus: A Modular Continual Learning Framework

An in-depth look at how Xctopus solves catastrophic forgetting using Bayesian Neural Networks and modular architectures. Learn about the research behind this innovative approach to continual learning.

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