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#edge computing Open access Oct 2026

The Tragedy of the Confidence Commons Optimal Belief-Update Rate, Adaptive Overconfidence, and the Tail Index as Commons

Abstract Twenty-five centuries of moral exhortation have not visibly made people better calibrated. This paper offers an explanation: the person being exhorted has not made a mistake. In adversarial environments the individually optimal belief bias Δ★ may be strictly positive while the collectively optimal bias is zero...

Qinfu Li · 0 citations
#artificial intelligence Open access Sep 2026

Many Lakes, One Watchtower Coupling in the Reading Layer, Common-Mode Synchrony, and the Takeover of the Cognitive Layer

Abstract The companion paper writes a person as a barrier lake with named components. This paper asks what happens when many lakes are coupled through the reading layer. The unit of a lake should be read as the range that shares one watchtower: many lakes merge in the reading layer, while bodies, gates and circumstance...

Qinfu Li · 0 citations
#artificial intelligence Open access Sep 2026

Many Lakes, One Watchtower Coupling in the Reading Layer, Common-Mode Synchrony, and the Takeover of the Cognitive Layer

Abstract The companion paper writes a person as a barrier lake with named components. This paper asks what happens when many lakes are coupled through the reading layer. The unit of a lake should be read as the range that shares one watchtower: many lakes merge in the reading layer, while bodies, gates and circumstance...

Qinfu Li · 0 citations
#edge computing Open access Sep 2026

The Law of Action: Behavioural Choice on Three Axes, and Its Domain of Definition

Abstract Given the state of a subject and the state of the environment he is in, under what conditions does the question "what should be done next" have a determinate answer, and where does that answer lie. This paper gives a computable form and marks out its domain of definition. First, location on three axes. The sta...

Qinfu Li · 0 citations
#edge computing Open access Sep 2026

The Law of Action: Behavioural Choice on Three Axes, and Its Domain of Definition

Abstract Given the state of a subject and the state of the environment he is in, under what conditions does the question "what should be done next" have a determinate answer, and where does that answer lie. This paper gives a computable form and marks out its domain of definition. First, location on three axes. The sta...

Qinfu Li · 0 citations
#edge computing Open access Sep 2026

The Law of Action: Behavioural Choice on Three Axes, and Its Domain of Definition

Abstract Given the state of a subject and the state of the environment he is in, under what conditions does the question "what should be done next" have a determinate answer, and where does that answer lie. This paper gives a computable form and marks out its domain of definition. First, location on three axes. The sta...

Qinfu Li · 0 citations
#edge computing Open access Sep 2026

The Law of Action: Behavioural Choice on Three Axes, and Its Domain of Definition

Abstract Given the state of a subject and the state of the environment he is in, under what conditions does the question "what should be done next" have a determinate answer, and where does that answer lie. This paper gives a computable form and marks out its domain of definition. First, location on three axes. The sta...

Qinfu Li · 0 citations

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