Justin Hart

The Intelligence Bound: Thermodynamic Limits on Learning Rate and Implications for Biosphere Information

Corrected Intelligence Bound Methods Note. The certified minimum-form theorem is conditional on its named power–learning, probability-model, bandwidth and richness premises. Its data-wall corollary, fair-Bernoulli positive-learning witness and erasure-transfer statement are expli...

The Intelligence Bound: Thermodynamic Limits on Learning Rate and Implications for Biosphere Information

Corrected Intelligence Bound Methods Note. The certified minimum-form theorem is conditional on its named power–learning, probability-model, bandwidth and richness premises. Its data-wall corollary, fair-Bernoulli positive-learning witness and erasure-transfer statement are expli...

A Shared-Footprint Accounting Note for Multispecies Corridors

Comparator-certified working-corpus methods note. This public working-corpus release includes the reviewed manuscript and paired Lean evidence. It is not peer reviewed or empirically validated; significance and novelty have not been independently established.

A Reserved-Activity Speed-Limit Note for Finite-Time Transport

Comparator-certified arithmetic methods note. This public working-corpus release includes the reviewed manuscript and paired Lean evidence. It is not peer reviewed or empirically validated; significance and novelty have not been independently established.

Checker Agreement Is Not Accuracy: A Boolean Oversight Methods Note

Comparator-certified arithmetic methods note. This public working-corpus release includes the reviewed manuscript and paired Lean evidence. It is not peer reviewed or empirically validated; significance and novelty have not been independently established.

A Paired-Detector Coverage Note for Cooperative Ecological Monitoring

Comparator-certified arithmetic methods note. This public working-corpus release includes the reviewed manuscript and paired Lean evidence. It is not peer reviewed or empirically validated; significance and novelty have not been independently established.

A Single-Partner-Loss Reserve Note for Gaian Mutualisms

Comparator-certified arithmetic methods note. This public working-corpus release includes the reviewed manuscript and paired Lean evidence. It is not peer reviewed or empirically validated; significance and novelty have not been independently established.

Checker Agreement Is Not Accuracy: A Boolean Oversight Methods Note

Comparator-certified arithmetic methods note. This public working-corpus release includes the reviewed manuscript and paired Lean evidence. It is not peer reviewed or empirically validated; significance and novelty have not been independently established.

A Two-Route Stewardship Equalization Note for Corridor Resilience

Comparator-certified working-corpus methods note. This public working-corpus release includes the reviewed manuscript and paired Lean evidence. It is not peer reviewed or empirically validated; significance and novelty have not been independently established.

A Switching-Dissipation Payback Note for Thermodynamic Project Ledgers

Comparator-certified working-corpus methods note. This public working-corpus release includes the reviewed manuscript and paired Lean evidence. It is not peer reviewed or empirically validated; significance and novelty have not been independently established.

A Sequential Alignment-Retention Note

Comparator-certified working-corpus methods note. This public working-corpus release includes the reviewed manuscript and paired Lean evidence. It is not peer reviewed or empirically validated; significance and novelty have not been independently established.

A Sequential Alignment-Retention Note

Comparator-certified working-corpus methods note. This public working-corpus release includes the reviewed manuscript and paired Lean evidence. It is not peer reviewed or empirically validated; significance and novelty have not been independently established.

A D-Score Stewardship Uncertainty-Reserve Note

Comparator-certified working-corpus methods note. This public working-corpus release includes the reviewed manuscript and paired Lean evidence. It is not peer reviewed or empirically validated; significance and novelty have not been independently established.

A D-Score Stewardship Uncertainty-Reserve Note

Comparator-certified working-corpus methods note. This public working-corpus release includes the reviewed manuscript and paired Lean evidence. It is not peer reviewed or empirically validated; significance and novelty have not been independently established.

A Reciprocal Corridor Bottleneck Note

Comparator-certified working-corpus methods note. This public working-corpus release includes the reviewed manuscript and paired Lean evidence. It is not peer reviewed or empirically validated; significance and novelty have not been independently established.

A Relative-Entropy Change-Budget Note for Stewarded Learning

Comparator-certified working-corpus methods note. This public working-corpus release includes the reviewed manuscript and paired Lean evidence. It is not peer reviewed or empirically validated; significance and novelty have not been independently established.

A Reciprocal Rescue Feasibility Note for Gaian Mutualisms

Comparator-certified working-corpus methods note. This public working-corpus release includes the reviewed manuscript and paired Lean evidence. It is not peer reviewed or empirically validated; significance and novelty have not been independently established.

A Thermal Learning-Rate Corridor Note for Entropy-Driven Learning

Comparator-certified working-corpus methods note. This public working-corpus release includes the reviewed manuscript and paired Lean evidence. It is not peer reviewed or empirically validated; significance and novelty have not been independently established.

A Shared Verification-Overhead Note for Ecosystem-Service Bundles

Comparator-certified working-corpus methods note. This public working-corpus release includes the reviewed manuscript and paired Lean evidence. It is not peer reviewed or empirically validated; significance and novelty have not been independently established.

A Transfer-Cost Threshold Note for Symbiotic Intelligence

Comparator-certified working-corpus methods note. This public working-corpus release includes the reviewed manuscript and paired Lean evidence. It is not peer reviewed or empirically validated; significance and novelty have not been independently established.