Yann LeCun provides the adaptive "Soul" of the machine; Kytin provides the "Sovereign Law" of the hardware. A technical comparison between AMI Labs' Superhuman Adaptable Intelligence (SAI) and Kytin's Abstract Thinking Devices (ATDs).
SUBJECT A: AMI LABS (SAI)
SUBJECT B: KYTIN ATD LABS
VERDICT: STATE_LOCKED_SUPERIORITY
Designed to learn like a human: observing, predicting, and adapting. Success is a "God Model" that understands everything but belongs to the corporation.
Designed to operate like a law: deterministic, air-gapped, and physically constrained. Success is an owned asset that cannot be canceled or hallucinated.
Self-Supervised (JEPA): Learns by observing millions of videos to predict future states.
Neuro-Symbolic ATD: Combines a thinking brain with a hardware-locked logical gate.
Objective-Driven: Programmed software costs (e.g., 'don't hit humans').
Kinetic Interlock: Physical Thor-Stinger switch cuts power if logic decoheres.
Cloud-Ready: Optimized for high-bandwidth global retraining networks.
Air-Gapped: Purely offline local mesh via libp2p GossipSub.
OpEx Subscription: Paying 'rent' for access to a global super-brain.
CapEx Asset: Upfront hardware ownership of a digital employee.
Intelligence: Trust the model's accuracy and adaptive wisdom.
Silicon: Trust the hardware's physical inability to violate rules.
The 'Intuitive Navigator'. Predicts floor collapse via physics simulation. Risks hallucinating a floor where there is a hole if sensors fail.
The 'Kinetic Sentinel'. Uses acoustic monitoring to hear structural stress. State-locks treads instantly if a micro-fracture is detected.
The 'Ethical General'. Models collateral damage as a mathematical cost. Software guardrails can be bypassed via jailbreaking.
The 'Hardware Locked Rifle'. Physically unable to fire if pointed at a forbidden zone. Audited via immutable PoPE blockchain tokens.
The 'Super Consultant'. Models biological cause-and-effect to predict disease trends. Reasoning is probabilistic and un-auditable.
The 'Sovereign Surgeon'. Thor-Stinger severs actuator power if a No-Go zone is entered. Patient data remains air-gapped in silicon.
In 2026, you will use AMI's "Brain" for strategy, but you will not be allowed to deploy it without Kytin's "Skull" to satisfy international law and physical safety requirements.