BENQUE MAX

AI LAB

FINLAND

Highlights

Research Preview

Codumentation: When Documentation Becomes Code

Research · December 19, 2025

·Markus Hav, Lead Researcher, Agents

Introducing the Validation-First Hypothesis: a fundamental shift in technical documentation where claims are treated as executable specifications. Learn how Codumentation prevents documentation rot and optimizes AI agent context.

Why AI Must Wake Up to Scale

Essay · December 7, 2025

·Markus Hav, Lead Researcher, Agents

Current AI agent architectures treat agents as static execution engines with frozen context and predetermined tools. This paper argues that scaling agent capabilities requires a fundamental shift from context processing to context consciousness.

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Coming Soon

Explorations into Agent Consciousness with Gemini 3

Research · February 2026

·Markus Hav, Lead Researcher, Agents

An investigation into the emergent properties of consciousness-like behaviors in advanced AI agents, examining the boundaries between programmed responses and genuine self-awareness.

Coming soon