Gμν + Λgμν = 8πG/c⁴ Tμνds² = −c²dt² + dx² + dy² + dz²E = mc²Rμν − ½Rgμν = κTμν∂μFμν = JνS = k₂ ln Ω∇²φ = 4πGρ

AugmentedIntelligence

Research that builds better tools for human minds.
The most incomprehensible thing about the universe is that it is comprehensible.
— Albert Einstein

What's Next

Further strands in development.

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AI Research

Open-source tools, models, and frameworks advancing human-AI collaboration.

Autonomous Agent

II-Agent

An open-source intelligent assistant that topped the GAIA benchmark at 75.57%. Executes complex tasks across research, coding, and content creation.

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Multi-Agent System

Common Ground

An open, transparent multi-agent framework for complex problem solving. Agents coordinate on a shared reasoning substrate, auditable end to end.

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Updates
Latest posts in reverse chronological order.
Commons

II-Commons Beta Wave 3

Third wave of the II-Commons beta: shared datasets, retrieval, and tooling that underpin the wider agent stack.

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Agent Update

II-Agent Update — Oct 2025

Latest capabilities, tool improvements, and benchmark gains for II-Agent, shipped as a public changelog from the lab.

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Multi-Agent System

Common Ground Core (CGC)

A deep dive into the core coordination protocol behind Common Ground. How agents negotiate shared state, plans, and memory.

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Agent Release

II-Agent v1 is Here

The v1 release of II-Agent: a production-ready open agent, built for real workflows and real users from day one.

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Agent Feature

II-Agent Chat

Conversational interface for II-Agent, bringing multi-step, tool-augmented reasoning into a simple chat experience.

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Commons

Commons Week — July 2025

A weekly note from the commons team. Data releases, model checkpoints, and community highlights.

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Symbiosis

Symbioism

A manifesto for a symbiotic future: humans and AI evolving together, each extending the other rather than replacing it.

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Agent Beta

II-Agent Beta

The beta release of II-Agent: the first open, auditable autonomous agent benchmarked in public against the leading closed systems.

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Commons

II-Commons

Open datasets and shared infrastructure for the public AI commons. The data layer beneath the agent stack.

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Research Framework

II-Researcher

Open-source framework for building autonomous research agents. Handles complex, multi-step inquiries across literature review, hypothesis generation, and data visualization.

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Healthcare AI

II-Medical

Compact 8-billion parameter model specialized for clinical reasoning, decision support, and medical education. 70.4% average across 10 medical benchmarks.

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Reasoning & RL

II-Thought

340k-sample multi-domain RL curriculum plus baseline models sharpening LLM reasoning quality and speed. 85.8% on Math500.

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Governance

SAGE

Sovereign AI Governance Engine: a framework empowering nations with AI-driven policy intelligence and simulation before implementation.

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The Economics

A first-principles framework for what comes after scarcity. How intelligence reshapes value, labour, and exchange.

The Core Framework

The Last Economy

By Emad Mostaque

When intelligence is no longer scarce, the economy must be reimagined from first principles. This work addresses the fundamental question of how human relevance shifts when intelligence becomes abundant, and what comes next.

Coming Soon