Justin Hart

A Signed-Bias Cancellation Note for Aligned Cognitive Ensembles

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 It is not peer reviewed or empirically validated; significance and novelty have not been independently established.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 Useful-Dissipated Work Ledger Note for Staged Ecopoiesis

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 It is not peer reviewed or empirically validated; significance and novelty have not been independently established.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 It is not peer reviewed or empirically validated; significance and novelty have not been independently established.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 It is not peer reviewed or empirically validated; significance and novelty have not been independently established.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 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 It is not peer reviewed or empirically validated; significance and novelty have not been independently established.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 Monitoring-to-Response Reserve Note for Conservation Stewardship

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 It is not peer reviewed or empirically validated; significance and novelty have not been independently established.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 Deference-Reserve Equalization Note for Autonomous Applications

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 It is not peer reviewed or empirically validated; significance and novelty have not been independently established.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 It is not peer reviewed or empirically validated; significance and novelty have not been independently established.

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 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 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 Signed-Bias Cancellation Note for Aligned Cognitive Ensembles

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 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 Dual-Price Alignment Corridor 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.

The Corridor Overlap Duality Certificate: An exact synchrony-diversification tradeoff for two shared habitat paths

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.

The Seed-Source Bottleneck Certificate: A cut condition for climate-aligned afforestation supply networks

Proof-reconciled generated exploration applying an established capacitated Hall/min-cut construction to declared seed-routing inputs. This public working-corpus release includes the reviewed manuscript and paired Lean evidence. It is not peer reviewed or empirically validated; si...

The Precautionary Capacity Reserve: A Sharp Moment-Robust Stewardship Discount for an Intelligence-Rate Model

Proof-reconciled generated exploration of a one-period two-moment chance certificate for uncertain effective capacity under an assumed information-rate model. This public working-corpus release includes the reviewed manuscript and paired Lean evidence. It is not peer reviewed or...

The Reciprocity Corridor: A Bilateral-Benefit Test for Directional Information Exchange

Proof-reconciled generated exploration of a two-party linear bilateral-benefit corridor for directional predictive-information exchange. This public working-corpus release includes the reviewed manuscript and paired Lean evidence. It is not peer reviewed or empirically validated;...

The Anytime Change Certificate: False-alarm control, a late-change penalty, and a bounded erasure budget for continuous monitoring

Proof-reconciled generated exploration of a heavy-tailed anytime-valid change-time mixture with explicit iid/model-mismatch controls and model-limited erasure accounting. This public working-corpus release includes the reviewed manuscript and paired Lean evidence. It is not peer...