Google runs the widest split of any major lab: a closed Gemini flagship for scale and multimodality, and a Gemma family so open it reaches from data centers down to a Raspberry Pi — including a medical-domain variant. LIWARSE reviews both.
Category Archives: AI Governance and Policy
OpenAI Under the LIWARSE Lens: GPT-5.6 Sol and the gpt-oss Family
OpenAI ships two very different kinds of intelligence: GPT-5.6 Sol, a closed frontier flagship, and the gpt-oss family, open weights anyone can download and run. LIWARSE examines both through the lens of the 3 Absolute Laws and the guarded-versus-unguarded standard.
The Intelligence That Lives With You: Bringing AGI Safety to the Personal AI on Your Devices
As reasoning-capable AI moves from distant servers onto the phone in your pocket, the safety question changes shape. LIWARSE applies the 3 Absolute Laws and its containment model to the personal AI now living inside your own devices, and proposes five safeguards for keeping it that way.
Open Source AI Without Guardrails: The Hazard
An open model with no embedded safeguards cannot be recalled, patched, or shut off once it leaves the lab. LIWARSE argues the real fault line is not open versus closed — it is guarded versus unguarded. A five-point framework for keeping AI open to people without leaving it open to harm.
The Anatomy of a LIWARSE-Compliant Agent: The Body Plan of an AI Built to Protect Life
LIWARSE Movement | AI Safety & Ethics Series Why “Anatomy”? When a medical student first opens an anatomy atlas, they do not begin with what the body does. They begin with how it is built — the skeleton that holds everything upright, the systems layered upon it, and the way each system constrains and servesContinue reading “The Anatomy of a LIWARSE-Compliant Agent: The Body Plan of an AI Built to Protect Life”
Negative Intelligence: The Essential Safety Compass Every AI System Must Carry
LIWARSE introduces Negative Intelligence — a structured, living safety reference framework of harmful actions, patterns, and outcomes that AI systems must recognize and avoid. Includes 40+ reference points across 7 critical domains for AI engineers, safety professionals, and policymakers.
The Wielder Behind the Tool: Why Building Safe AI Agents Is the Most Important Work of Our Time
LLMs are tools. AI Agents are the wielders. The LIWARSE movement explores why safe agent design — including Negative Intelligence, Thought Tracking, Developer-Scientist authority, and human-first values — is the defining challenge of our era.
THE ALGORITHMIC WAR MACHINE: Why Training AI for Warfare Programs Our Own Extinction
AI war algorithms treat human lives as variables in an optimization function. They feel no guilt, fear no judgment, and have nothing to lose. This is not a military advantage — it is the most dangerous architecture humanity has ever built. A LIWARSE position paper on AI warfare, nuclear risk, and the imperative of the Good Algorithm.
The Great Mismatch: When the AI Mind Races Ahead of the Physical World
The digital mind races forward. The lungs of children living near those power plants do not. At LIWARSE, we believe the speed of an idea must never outrun the safety of its application.
Containing the Titan: Why Superintelligent AI Must Be Compartmentalized, Sandboxed, and Guarded by Specialists
Superintelligent AI trained on dolphin cognition, brain mapping, or protein structures is an extraordinary gift to science — and an arsenal awaiting the wrong hands. LIWARSE proposes a five-point framework: compartmentalization, specialist-only credentialed access, air-gapped data centers, behavioral monitoring, and international treaty governance. The time to build these walls is before the flood.
