Digital Commons Network^™

High Times Or Hazy Horizons? Michigan’S Cannabis Market As A Rural Economic Development Tool, Jakob L. Bigard

PNHA Review

Since legalizing cannabis for adult use in 2018, Michigan’s (recreational) cannabis market has become the second largest in the nation. As the state’s market sees rapid maturity, it serves as a model for other states with ongoing legalization efforts. Michigan’s actions, and others like it, have begun to impact movement at the federal level, with multiple cannabis-related bills being introduced in Congress to President Biden signing the first standalone marijuana reform bill earlier this month. As Michigan’s cannabis market continues to mature and grow, it deserves attention from economists and academics alike. Using traditional economic development metrics, this paper evaluates …

From The Editor-In-Chief, Richard Jelier

PNHA Review

No abstract provided.

Director’S Message, Raymond J. Higbea

PNHA Review

No abstract provided.

Front Matter, Pnha Review

PNHA Review

No abstract provided.

Differences In Mental Toughness Among Mixed Martial Artists And Physically Active Individuals, Savannah M. Calleja, Soleil Ramos, Victoria Potvin, Anthony A. Ricci, Gabriel J. Sanders, Corey A. Peacock

Journal for Sports Neuroscience

Mixed Martial Arts (MMA) is a physiological and psychological demanding sport. While the majority of the literature conducted in MMA regards physiological health and risk of injury, researchers are beginning to assess the psychological profiles of MMA athletes. Previous studies have evaluated mental toughness (MT) within MMA; however, no study has examined MT in MMA athletes at the professional division. Therefore, the primary purpose of this research was to evaluate the difference in mental toughness between professional MMA athletes and physically active individuals. Secondary aims are to evaluate potential variations in mental toughness within the professional level between champion and …

Adaptive, Complexity-Gated Prompt Optimization For Reducing Token Consumption In Large Language Model Agents, Saket Jain

Defensive Publications Series

A prompt pre-processing layer for large language model agents conditionally rewrites user prompts to reduce token consumption. For each prompt, a complexity score is computed from textual features such as the presence of file paths, the density of vague language, and the number of bundled tasks. The score is compared to a threshold: specific prompts are forwarded unchanged, while vague or multi-task prompts are transformed into a focused, scoped instruction before dispatch. Because rewriting is a low-cost text transformation gated on expected net savings, the system eliminates costly exploration and retry cycles for vague prompts without imposing any rewriting overhead …

Business Writing Performance And Instructional Practices Under English Medium Instruction: A Multisite Mixed-Methods Study Of Diploma Students In Saudi Arabia, Shaykhah Saeed Raffaa

UB Journal for Humanities

Saudi Arabia’s Vision 2030 treats English Medium Instruction (EMI) as a central instrument in vocational colleges, on the assumption that delivering content in English develops the professional literacies, business writing among them, that the labour market demands. This study examined business writing performance and the instructional practices associated with it among diploma students in Marketing and Business Administration at five Saudi public applied colleges, using a convergent mixed-methods design that combined a writing performance task (N = 130), a perceptions and affective-beliefs questionnaire (N = 130), semi-structured instructor interviews (N = 18), and structured classroom observations (N = 10). Because …

Expression Of Follicle Stimulating And Luteinizing Hormone Receptors In Porcine Testes After Timing The First Vaccination For Immunocastration, Sayamon Srisuwatanasagul, Rungrueang Yodsheewan, Amornthep Archawakulathep, Suvaluk Seesupa, Kongkiat Srisuwatanasagul, Atthaporn Roongsitthichai, Siriluck Juntautsa

The Thai Journal of Veterinary Medicine

This study aimed to examine the expression of follicle stimulating hormone receptor (FSHR) and luteinizing hormone receptor (LHR) in the testes of male fattening pigs based on the timing of the first immunocastration dose. A total of 24 male pigs were randomly assigned to 3 groups: C (n=8) consisted of only intact pigs, T1 (n=8) contained those immunocastrated at 15 and 19 weeks of age, and T2 (n=8) was composed of those immunocastrated at 9 and 19 weeks of age. The expression of FSHR and LHR was evaluated using H-score from immunohistochemistry and protein band intensity from Western blotting. Immunohistochemistry …

The Thank-All-Nearby Primitive: One-Tap Anonymous Gratitude Transfer To Everyone Nearby Over Bluetooth Low Energy Proximity, Thon Ly

Defensive Publications Series

We specify a one-tap broadcast operation for anonymous peer-to-peer value transfer to every co-present, human-verified recipient within Bluetooth Low Energy (BLE) proximity, optionally carrying money or time, in which each recipient receives a verifiable receipt and the sender receives no exportable record. The recipient set is resolved by physical co-presence rather than account lookup: devices advertise rotating, unlinkable proximity beacons, with ultra-wideband ranging and peer-to-peer nearby-connection APIs as optional substrates, and the platform learns only that two devices were in range, never absolute location. Components: (1) sender authentication by a per-action passkey signature, within a proof-of-humanity layer attesting a distinct …

Respiratory Biofeedback Coupled To Ai-Mediated Contemplative Guidance: A Wearable Closed-Loop Breathing Sensor With Adaptive Audio Meditation Guidance, Thon Ly

Defensive Publications Series

This disclosure specifies a closed-loop respiratory biofeedback system: a chest-worn wearable respiration sensor (respiratory inductance plethysmography, with inertial and acoustic alternatives) streams breathing rate, depth and rhythm, in privacy-preserving form, to an AI meditation-guidance agent, which returns adaptive audio guidance to the wearer in real time. The device also renders the breath visibly, as ambient light modulated to the breathing cycle, so the practitioner receives continuous external feedback and the guidance agent receives a live physiological signal rather than self-report.

Three aspects are disclosed as prior art: (I) the integrated closed loop — sensor, on-device processing, guidance agent grounded in …

Aura-Gated Anonymous Mate-Selection: Online Dating Matching Gated On A Verified Record Of Prosocial Giving, With Mutual Anonymous Opt-In, Thon Ly

Defensive Publications Series

We specify an online dating matching system in which discovery is gated on a reputation built from anonymous gratitude records instead of photographs, and a match fires only on mutual anonymous interest between users verified as real humans. The reputation (termed "aura") aggregates thank-you acknowledgments a user has received from many nearby verified strangers over a long period; no individual acknowledgment is read, and it changes only a user's ordering in a local anonymous pool, never anyone's obligation to respond. No photographs appear in discovery. The match trigger requires each of two users to independently and anonymously give time to …

Verified-Human Anonymous Local Gratitude Transfer: Proximity-Bounded Anonymous Peer-To-Peer Payment With Per-Action Proof Of Personhood, Thon Ly

Defensive Publications Series

We specify an anonymous peer-to-peer payment and tipping method in which one signed transaction binds three properties: per-action proof of personhood by user-verified FIDO2/WebAuthn signing on an attested platform authenticator, physical proximity attestation by Ultra-Wideband (UWB) or Bluetooth Low Energy (BLE) ranging, and sender anonymity toward the recipient. The device-signed ranging transcript is placed inside the payload over which the WebAuthn assertion is computed, with a verifier-issued single-use nonce, so user verification and co-location are attested by one signature over one object.

Proximity requires one UWB ranging (IEEE 802.15.4z secure ranging where exposed) or two agreeing mechanisms among UWB, BLE …

The Time-Locked Gift Tag: Qr- And Nfc-Addressed Gift Labels With Scheduled Reveal Of The Message, The Sender And A Pledge Of Time, Thon Ly

Defensive Publications Series

We specify a QR- or NFC-addressed physical gift label that replaces a handwritten gift tag with a scanned, time-locked reveal: the sender, recipient and message fields are each independently sealed and released at a chosen date or occasion. Scanned before that moment, a web page shows the structure of the gift (which sealed fields exist, with a countdown) but not their content; re-scanning the label at or after the moment unlocks the fields without an app install. Beside the message, the label carries a pledge of the giver's own time to the recipient, rendered as an offer of presence with …

Decided By No One: Publicly Verifiable Random Selection And Round-Robin Rotation From A Committed Roster And A Public Randomness Beacon, With A Time-Locked Sealed Regime, Thon Ly

Defensive Publications Series

This disclosure specifies a publicly verifiable random selection method for allocating turns and oversubscribed admissions. The output is a pure function of inputs committed before the seed can be known (a frozen roster, a salt and the algorithm version, bound into a hash commitment on an append-only, externally timestamped log) and of a seed taken from a named future round of a threshold public randomness beacon, so anyone holding the disclosed inputs can recompute the result.

Two forms share one keyed shuffle. The turn form deals every roster member exactly once per round in an unpredictable order, records an absence …

Provenance-Carrying Retrieval: Hash, Timestamp And Source Binding For Retrieval-Augmented Generation, Thon Ly

Defensive Publications Series

We specify a retrieval-augmented generation (RAG) response format in which every document a retrieval server returns to a language model carries a provenance envelope binding the served text to a cryptographic hash of a named, fetchable source file, at least one timestamp independent of the server (an RFC 3161 time-stamp authority, an OpenTimestamps Bitcoin anchor, or a transparency log), and, where available, a persistent identifier (DOI). The envelope also carries a scope statement declaring what the hash covers relative to the served text (whole source, excerpt, or derived rendering), an explicit "no anchor" statement rather than silence when none exists, …

Subject-Released Attestation: A Market Design In Which The Operator Cannot Answer, Thon Ly

Defensive Publications Series

We specify subject-released attestation: a market where a third party pays to ask a binary question about a person, the person is paid for permitting it, and the record's operator sells only its vouching. The defining property is negative — the operator cannot structurally answer about a named person alone — making an institution's refusal to sell personal records a fact about the machinery, not a promise about its management. This paper contributes the market rules deciding what that inability sells, and to whom.

Five rules constitute it: (1) the two-good split — release and vouching separately owned, neither party …

The Gratitude-Riding Currency Tag: Qr And Nfc Markers On Circulating Banknotes For Tracking And Voluntary Tipping, Thon Ly

Defensive Publications Series

We specify a scannable tag (QR code or NFC tag) carried on a circulating banknote so that a tip's thank-you message travels with the cash: gratitude metadata attached to physical currency rather than to a transaction record. A giver leaving a tip stamps or affixes the mark on a lowest-denomination note; any later holder scans it in a mobile browser to read the accumulated messages (text, photo, video or voice), add their own, and pass the note onward, so the note's ordinary circulation is the distribution channel.

The disclosure specifies: a physical mark bearing no words, brand or advertisement, only …

The Reciters' Protocol: Content Integrity Verification, Completeness Manifests And Variant-Preserving Text Retrieval Transposed From Oral Canon Transmission, Thon Ly

Defensive Publications Series

This disclosure specifies content integrity verification and provenance mechanisms for text retrieval systems that serve quoted passages to machine readers, transposed from a multi-recension oral canon transmitted for roughly two millennia without an authoritative copy (the Pāli Buddhist canon).

A conformance endpoint accepts a claimed quotation, compares it with the served multi-recension corpus, and returns one of a closed set of dispositions on the claim, including a conforming variant with its witness, each paired with a prescribed next action and by construction none on the claimant; closed disposition sets are anticipated by OCSP; the composition is disclosed. A separated completeness …

Whose Turn, Not Who's Best: Round-Robin Rotation Over A Boolean Liveness Predicate For Unranked Local Business Discovery, Thon Ly

Defensive Publications Series

We specify an unranked local-business discovery system in which candidates are ordered by a publicly verifiable round-robin rotation (algorithm, per-cycle seed and recomputation tool published) and admitted by a boolean activity predicate instead of a ranking score. Admission asks only whether a participant's account balance has returned to zero within one published, global time window; amplitude and volume are excluded, so admission is a rate that cannot be accumulated or purchased. The discovery turn belongs to the payer, not the merchant: candidates are presented when a user spends from a forward-only, locality-restricted gratuity account, so the system has no merchant-facing …

Offshore Ai Data Center Platform — Version 2.0 (Oadc-P V2.0) Self-Sustaining Marine Compute Infrastructure With Closed-Loop Resource Recovery, Ocean Plastic Feedstock, And Maritime Ai Revenue, Michael Victor Caldwell Mr.

Defensive Publications Series

OADC-P v2.0 is an offshore platform hosting 10–100 MW of AI compute that:

• Generates its own power from proven offshore wind + wave + solar

• Cools chips directly with seawater via vortex-enhanced TPMS cores

• Produces fresh water as a marketable revenue product (RO + condensation)

• Collects and converts ocean plastic debris into backup fuel (CIMFR-1.0)

• Processes brine concentrate into mineral products (near-zero discharge)

• Is future-proofed for quantum AI compute via deep cold seawater precooling

• Serves maritime AI inference to the shipping industry at 1–5 ms latency

The result is a platform whose non-compute revenue streams (water + ocean plastic fuel …

Timing-Aware Path Computation And Clock Selection For Ptp In Sr-Mpls And Srv6 Based Networks Using Flex-Algo, Anonymous

Defensive Publications Series

Disclosed is a framework for timing-aware path computation and clock source selection for Precision Time Protocol transport in Segment Routing networks. New IS-IS node and link sub-TLVs advertise timing quality into the routing control plane, the node sub-TLV carrying constant time error, telecom clock type, and clock class, and the link sub-TLV carrying packet delay variation. A dedicated Flexible Algorithm instance for PTP backhaul uses cumulative constant time error as its optimization metric and excludes any link whose packet delay variation exceeds a configured threshold. A prefix segment identifier or SRv6 locator mapped to that algorithm, anchored on the grandmaster …

Automatic Discovery And Refinement Of Tool Catalogs From Conversational Data, Joshua Huang, Steve Yuan, Bryan Horling, Mahdi Zafarmand

Defensive Publications Series

Systems and methods are described for generating a tool catalog for conversational agents from historical conversation data, which can address challenges associated with manual catalog creation. The described technology can use a multi-stage process that may begin with a discovery engine, which could leverage a large language model, to analyze conversations and extract potential tools with their respective inputs and outputs. A subsequent refinement stage can employ a critic-actor architecture to iteratively identify and address potential logical issues in the extracted catalog, such as duplicate functions or unresolved parameter dependencies. This process can result in a dependency-aware tool catalog with …

Tranche-Based Datacenter Deployment Using Temporary Life-Safety Barriers And Secure Access Tunnels, N/A

Defensive Publications Series

A large multi-row data hall is divided, both logically and physically, into tranches. The tranches are bounded by temporary barriers that separate an active tranche serving customers from an adjacent construction tranche inside the same hall. Each tranche receives its own electrical lineup and cooling capacity, built to production standards. The delivered tranche maintains full life safety and security, while the remaining unfinished spaces operate under relaxed requirements, so capacity reaches the customer in proportion to build progress rather than only after the full hall is complete. The temporary barriers incorporate penetration panels that pass cable tray, piping, and other …

System And Method For Asynchronous Network Simulation Telemetry, Topological Environment Remediation, And Generative State-Machine Security, N/A

Defensive Publications Series

An automated, state-aware network orchestration and evaluation platform provides asynchronous security exercise assessment and environment management. The platform initializes isolated virtual guest environments by executing guest agent software that dynamically generates unique boot-time cryptographic artifacts and sends them to a centralized evaluation engine to dynamically compile a grading rubric. User submissions are evaluated using a dual-pipeline generative language model configured with a strict schema contract that concurrently determines semantic equivalence and detects structural anomalies or prompt injection attempts. Trainee progression across simulation objectives is tracked using a topological directed acyclic graph that triggers automated hypervisor commands to mutate guest environment …

An Experimental-Verification Program For The Corpus Mechanisms Of The Register Of Anticipated Ai Failure Modes, Volodymyr Kotegov

Defensive Publications Series

Companion document to the Register of Anticipated AI Failure Modes.

Purpose: to turn each of the register's 12 domains from a general statement that "experimental verification is needed" into a concrete, honestly bounded plan — stating what is testable now, by what means, at what stage, and what is categorically not testable by a small group at present.

Program design: (1) each proposed experiment carries an explicit evidence-class label, separating results that can move a domain’s Mapping status from results that only confirm a mechanism’s internal logic in isolation; (2) Phase 0 is limited to the one item in this …

Register Of Anticipated Ai Failure Modes, Volodymyr Kotegov

Defensive Publications Series

This register collects twelve classes of AI failure that are documented today, in published research or in reproducible experiments, at a level of generality above any single system in the author's corpus. It exists because the author's own architecture documents — Verifiable Trust, the Charter of Procedural Standing, GVAA, BRAA, Physical Oracles, and the Local Multi-Scale Contour specification — each address a subset of these failure classes from within their own scope, and no one of them shows how the classes interact across system boundaries.

The existence of this register reduces the probability that a failure class is simply forgotten. …

Method And System For Multi-Model Consensus Embedding Based Authorization In Payment Transactions, Durga S. Kala, Jun Xu, Benjamin Nativi, Om Pande

Defensive Publications Series

A method (500) for multi-model consensus embedding based authorization in payment transactions includes receiving (505) an authorization request associated with a payment transaction, obtaining (510) a plurality of outputs from a plurality of models, determining (515) inter-model relationship characteristics among the plurality of outputs including agreement, disagreement, partial consensus, or decision divergence, generating (520) a multi-model consensus embedding comprising a vector representation of a joint inference state associated with the payment transaction, storing (525) the atomic transaction record in memory (135), determining (530) a transaction risk assessment during processing of a real-time transaction authorization requests based on the atomic transaction …

Real-Time Predator Detection And Child-Centered Intervention In Multi-Platform Messaging: A System Architecture, Aubrey L. Douglas

Defensive Publications Series

We describe a system for detecting adult predatory behavior directed at minor users across five mobile messaging platforms (Discord, Instagram, Snapchat, SMS/MMS, Roblox) via on-device passive capture on the minor's own Android device. The system introduces three novel techniques not previously documented in either academic literature or commercial parental-monitoring products: (1) cross-platform stylometric fingerprinting that links blocked adult accounts to newly-created accounts by writing style rather than platform identifiers; (2) in-context grooming pedagogy delivering real-time named-tactic warnings to the child at the moment of manipulation, using non-punitive framing and one-tap protective action; and (3) three-stream ingestion with concealment-as-evidence semantics, where …

Offshore Ai Data Center Platform — Version 3.0 (Oadc V3.0) Self-Sustaining Marine Compute & Ecosystem Intelligence Infrastructure Closed-Loop Resource Recovery + Planetary Early-Warning Node, Michael Victor Caldwell Mr.

Defensive Publications Series

OADC v3.0 is a single offshore platform that is simultaneously:

1. A 10–100 MW AI compute facility (seawater-cooled, renewable-powered)

2. A planetary early-warning node (seismic, tsunami, contamination, marine heatwave)

3. A marine ecosystem management system (eDNA census, whale collision prevention, IUU enforcement, coral bleaching prediction)

4. A resource recovery plant (fresh water, ocean plastic → fuel, brine minerals)

5. A maritime AI service provider (1–5 ms inference to shipping and fishing)

No existing platform on Earth performs more than two of these five functions. The closest analogs — China's HiCloud Shanghai UDC (24 MW, May 2026), Panthalassa Ocean-3 (wave-powered, $1B valuation), Seatrium/Mocean 30 MW FDC, …

Dynamic Exposure Weighting Based On Motion Heat Map Analysis, Adam Grant Mccauley

Defensive Publications Series

Proposed herein is a motion-adaptive automatic exposure (AE) system that dynamically reshapes an image signal processor (ISP) weighting table using aggregate motion heat maps. Motion data accumulated over a configurable temporal window identifies high-activity regions, such as roadways or crosswalks, and converts those regions into higher exposure weights, while static regions such as sky or water receive lower weights. A minimum baseline weight remains in low-activity regions to preserve forensic visibility if an unexpected event occurs. Unlike center-weighted, spot, matrix, or object-detection-based metering, the system learns where activity occurs without requiring classification of a person, vehicle, package, or other object. …