BENQUE MAX

AI LAB

FINLAND

Highlights

Live Demo

From AI Tools to AI Coworkers

A normal agent is a tool: you prompt it, it answers, it stops. This demo shows the next step — a persistent, signal-driven coworker that wakes on its own when something happens, decides whether to act, does the work, and reports back. Click through a real run and watch how it differs from an ordinary agent.

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The Agentic Heartbeat

Heartbeats are an established primitive — OpenClaw and Letta have made them the de facto pattern for any agent that needs to do anything other than respond to messages. But every shipping implementation still fires on a clock. The next shift is to replace the clock with an agent: a beat emitted by judgment, not by a schedule.

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What Will Kill Claude Code

Essay · March 22, 2026

·Markus Hav, Lead Researcher, Agents

Agent coding tools are collapsing under their own complexity. Each new model should enable simplification, but legacy intuition adds layers instead. Two successor architectures could replace them entirely.

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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 3.1

Research · Coming soon

·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