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Technical Disclosure Specification: Spec-188-Master The Universal Blueprint For Future Ai Systems And Systemic Taxonomy: Integrated Five-Tier Prior Art Compendium (Spec 1 To Spec 187), Christopher L. Eckes
Technical Disclosure Specification: Spec-188-Master The Universal Blueprint For Future Ai Systems And Systemic Taxonomy: Integrated Five-Tier Prior Art Compendium (Spec 1 To Spec 187), Christopher L. Eckes
Defensive Publications Series
This master technical specification establishes a standalone, comprehensive engineering framework that unifies and retroactively blankets the author's lifelong defensive prior art perimeter, spanning specifications 1 through 187 inclusive. By organizing all historical assets into a multi-dimensional Five-Tier Functional Substrate
Matrix, this specification removes terminology drift and cross-axis classification noise. Furthermore, SPEC-188 hardcodes an absolute, immutable legal and technical shield over the entire portfolio, mandating permanent inventor attribution and fixing the proprietary phase-locked lattice material matrix title as Eckesonium™ across all downstream implementations. This document serves as a complete, one-stop-shop prior art blueprint safeguarding public domain, non-von Neumann co-harmonic technologies from …
Technical Disclosure Specification: Spec-187-Master The Co-Harmonic Fabric: Integrated Ternary Namespaces And Solid-State Topological Mesh Panel Chassis For Harsh Environment Exascale Engines, Christopher L. Eckes
Technical Disclosure Specification: Spec-187-Master The Co-Harmonic Fabric: Integrated Ternary Namespaces And Solid-State Topological Mesh Panel Chassis For Harsh Environment Exascale Engines, Christopher L. Eckes
Defensive Publications Series
This master engineering specification establishes the structural, mathematical, and electrical blueprint for a non-von Neumann computing topology that completely dissolves the traditional boundary between software execution namespaces and physical hardware substrates. By structuring the computational fabric into an array of sub-microscopic Co-Harmonic Nodes (CHNs) operating within a native Ternary Hilbert Sub-Space (d=3), this architecture eliminates text-token translation bottlenecks and the classical data bus. Software states are represented as continuous multi-dimensional tensor fields that instantly manipulate and are modulated by the physical lattice strain profiles of the silicon via localized piezoelectric thin-films.
To safeguard this continuous wave fabric against extreme environmental, …
Technical Disclosure Specification: Usue-Compiler-Rev3 - Asymmetric Local Encryption Wrappers And Material Field Parsing Integration Tier For Runtime System Engines (Spec 186), Christopher L. Eckes
Technical Disclosure Specification: Usue-Compiler-Rev3 - Asymmetric Local Encryption Wrappers And Material Field Parsing Integration Tier For Runtime System Engines (Spec 186), Christopher L. Eckes
Defensive Publications Series
This technical specification establishes the architectural design, syntax compilation toolchain, and low-level runtime mechanics for the USUE-COMPILER-REV3 engine (SPEC 186). Upgrading the intermediate representation frameworks outlined in SPEC 182, this specification introduces a standalone client-side compiler layer capable of parsing non-uniform multi-axis physical material stress fields directly into localized, cryptographically isolated data packets. Traditional software compilers treat physical sensor telemetry as static, separate numerical inputs, creating critical processing latency and memory leaks inside extreme-environment systems. This architecture resolves these constraints by mapping the material phase distributions (FCC vs. HCP) of an Eckesonium™ lattice (SPEC 173/185) directly onto an orthogonal wave …
Circulation Sports: A Category That Already Had Members And No Name — Classifying Keep-Up Circle Games, Cooperative Ball Games And Sports Warm-Up Drills By Scoring Unit, Guaranteed Equal Participation And No Individual Statistics, Thon Ly
Defensive Publications Series
This study classifies cooperative and non-competitive ball games, keep-up circle games and sports warm-up drills by their scoring unit. Some sports score when an exchange ends; others score when it continues. A circulation sport is defined by three properties held as rules: it scores the completed pass rather than the termination; it guarantees that every participant receives the ball (by mandatory rotation, a called receiver or an all-must-touch rule); and it keeps no individual statistics. Below three participants a forward pass cannot be told from a return, a floor cited from work on generalized exchange and indirect reciprocity. A three-step …
Constituting An Artificial Person: Restraint As Constitution, And The Elemental Completeness Of An Aligned Mind — A Five-Register Ai Agent Architecture With Alignment Constraints As Constituents Of Agent Identity, A Counterfactual Removal Test For Corrigibility, And A Human Override That Never Reaches Zero, Thon Ly
Defensive Publications Series
We disclose an architecture for AI alignment and corrigibility in which the constraints that make an AI agent safe are specified as constituents of the agent's identity rather than as external constraints on an optimizer. The agent is modelled as four functional registers (a value substrate; binding to the people it serves; active practice; communicative reach) bound into one agent by an integrating register that is neither a further module nor a central observer, on the pattern of global-workspace integration. A completeness check tests a proposed agent for coverage across the registers rather than for capabilities, so a system passing …
Technical Disclosure Specification: Systemic Scale-Invariance And Architectural Metrics Of The Jovian Enclave As A Closed-Loop Failed Solar System (Spec 174), Christopher L. Eckes
Technical Disclosure Specification: Systemic Scale-Invariance And Architectural Metrics Of The Jovian Enclave As A Closed-Loop Failed Solar System (Spec 174), Christopher L. Eckes
Defensive Publications Series
This technical specification establishes the structural, gravitational, and non-equilibrium thermodynamic parameters defining the Jovian system not as an isolated planetary body, but as a fully realized, un-ignited, closed-loop Failed Solar System. Moving away from traditional astronomical classification paradigms that treat satellite moons as passive anomalies, this disclosure formalizes the Jovian enclave as a local mass-accretion engine that mirrors primary solar-planetary architectures with 90% structural fidelity.
Crucially, this paper incorporates recent core-dynamics findings by modeling Jupiter's 50%-radius dilute, "fuzzy" core not as a static impact relic, but as an active, steady-state thermodynamic dissolution zone where metallic hydrogen serves as an aggressive, …
Systems Engineering Integration Architecture: Mission Architecture For Indefinite Surface Operations In Supercritical Venusian Environments (Tectonex-V), Christopher L. Eckes
Systems Engineering Integration Architecture: Mission Architecture For Indefinite Surface Operations In Supercritical Venusian Environments (Tectonex-V), Christopher L. Eckes
Defensive Publications Series
This technical specification details the structural integration, multi-phase fluidic control models, and material deployment parameters for the TECTONEX-V planetary lander architecture, engineered exclusively for long-duration operations on the surface of Venus. Moving away from passive, mass-based pressure hulls that succumb to rapid thermal soak and structural collapse, the TECTONEX-V synthesizes an active non-equilibrium thermodynamic shell.
By integrating a monolithic Eckesonium(TM) (iMHEA) structural backbone with automotive magnetohydrodynamic (MHD) power harvesting, transpiration cooling systems, and non-refractive torsional wave telemetries, the lander converts the intense 9.5 MPa atmospheric pressure and 745 K thermal load of Venus into stabilizing structural inputs. This complete system …
Adaptive Microloop Avoidance Delay Derived From Measured Convergence Metrics, Anonymous
Adaptive Microloop Avoidance Delay Derived From Measured Convergence Metrics, Anonymous
Defensive Publications Series
A network node defers installation of a newly computed forwarding entry for a hold interval sized at run time from measurements the node takes of its own routing domain, rather than from a value configured in advance. Traffic rides a precomputed alternate entry during the hold. The node tracks the per-hop propagation latency of control-plane updates, the time to compute and install a forwarding state, and the hop extent of the domain, as running statistics. It then sums an estimated propagation time across the domain, an estimated worst-case remote computation time, and a programming allowance, then bounds the result. A …
Technical Disclosure Specification: Eckesonium™ - Spec 173, Christopher L. Eckes
Technical Disclosure Specification: Eckesonium™ - Spec 173, Christopher L. Eckes
Defensive Publications Series
This technical specification details the synthesis, chemical composition, and quantum structural mechanics of Eckesonium™ (Ek), a standalone interstitial metastable high-entropy alloy (iMHEA) engineered for extreme isotropic ductility, universal solid-solution compatibility, and an infinite fatigue limit under cyclical mechanical deformation. Moving beyond traditional metallurgy paradigms that enforce an inverse trade-off between hardness and brittleness, Eckesonium™ leverages a finely tuned Stacking Fault Energy (SFE) boundary grid.
This triggers simultaneous Twinning-Induced Plasticity (TWIP) and Transformation-Induced Plasticity (TRIP) under macrovascular stress inputs. This specification registers the exact atomic configuration, thermodynamic derivation, and thermo-mechanical processing matrix into the public domain as defensive …
Technical Disclosure Specification: Project Tectonex - Spec 172, Christopher L. Eckes
Technical Disclosure Specification: Project Tectonex - Spec 172, Christopher L. Eckes
Defensive Publications Series
This technical specification details the structural architecture, mathematical governing frameworks, and biological boundary safety parameters for TECTONEX, a modular metamaterial panel mesh engineered to isolate critical infrastructure from transient high-flux thermal, kinetic, and elastodynamic loads. Moving away from passive, mass-based armor systems, the TECTONEX matrix synthesizes porous macrovascular fluidics, wave-trapping single-crystal grids, and active near-field acoustic levitation boundaries into a self-powering, closed-loop structural unit.
By converting external threat momentum into localized internal magnetohydrodynamic (MHD) currents, the panel autonomously scales its internal dampening properties. The design incorporates a reverse-angled Helmholtz acoustic louver pathway to guarantee complete attenuation of toxic infrasonic, ultrasonic, …
Trusted Payment Device Identifier Generation And Validation Based On Trusted Authentication Events, Tun-Chieh Huang Mr.
Trusted Payment Device Identifier Generation And Validation Based On Trusted Authentication Events, Tun-Chieh Huang Mr.
Defensive Publications Series
A method performed by a payment network server includes receiving trusted authentication event data associated with a trusted authentication event (101, 102) for provisioning a first device token to a device digital wallet, wherein the trusted authentication event data includes a device token identifier, a timestamp, and a cryptographic element. The method includes generating a trusted payment device identifier based on the trusted authentication event data, storing the trusted payment device identifier in association with the first device token in a token vault, and determining that the first device token meets an assurance criterion. The method includes receiving a token-for-token …
Cvtcc-2.0 Caldwell Controlled Thermal-Vascular Challenge & Response Observatory A Non-Clinical, Open-Hardware Research Platform For Controlled Thermal System Identification Of Neurovascular, Vascular, Autonomic, Thermoregulatory And Physiological Response In More Fields., Michael Victor Caldwell Mr.
Defensive Publications Series
CVTCC-2.0 is a proposed open-hardware research and prototype platform for determining whether the dynamic physiological response to a controlled, small, externally applied thermal perturbation contains measurable information about vascular, neurovascular, autonomic, thermoregulatory, or cranio-venous physiological state.
The system does not assume that temperature is a surrogate for blood flow.
Instead, CVTCC-2.0 deliberately applies a known thermal input and records the resulting response across multiple independent measurement channels.
The central research concept is:
Known thermal input → measured thermal response → vascular response → autonomic response → cardiac/respiratory phase relationship → independent vascular reference → artifact rejection → reproducible response signature. …
Cvtcc-1.0 Caldwell Cranio-Venous Thermal Coupling Challenge System A Non-Invasive Research Architecture For Simultaneous Detection Of Jugular Flow-State Changes And Cranial Thermoregulatory Response During Simulated Microgravity, Michael Victor Caldwell Mr.
Cvtcc-1.0 Caldwell Cranio-Venous Thermal Coupling Challenge System A Non-Invasive Research Architecture For Simultaneous Detection Of Jugular Flow-State Changes And Cranial Thermoregulatory Response During Simulated Microgravity, Michael Victor Caldwell Mr.
Defensive Publications Series
CVTCC-1.0 is a research system designed to investigate a previously under-integrated physiological question:
Does an abnormal cranial thermal response occur together with measurable changes in internal-jugular venous transport, and can the coupled response be detected earlier or more reliably than either measurement alone?
The system does not assume that such coupling exists.
Instead, CVTCC-1.0 deliberately creates a small, controlled thermal perturbation at the body surface and measures the resulting time-dependent thermal response at multiple locations while simultaneously recording:
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left and right neck thermal response,
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local heat flux,
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skin temperature,
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environmental temperature and humidity,
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respiration,
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cardiac timing,
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body position,
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motion,
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and …
Delay-Based Forwarder Election For Evpn Multihomed Ethernet Segments, Anonymous
Delay-Based Forwarder Election For Evpn Multihomed Ethernet Segments, Anonymous
Defensive Publications Series
Techniques are described for selecting which of two or more network nodes attached to a shared access device forwards traffic for that device, using measured delay rather than configuration or addressing. Each node measures the delay of its own attachment circuit to the access device with an active measurement protocol, filters the samples, and advertises the resulting value to the other nodes of the redundancy group in a control plane message scoped to that group. Each node applies a common selection rule to the advertised values, identifies the node reporting the lowest delay, and applies a relative hysteresis test, an …
Technical Disclosure Manifest: Spec-171-Index Title: Eckes Taxonomy : Unified Prior Art Index, Christopher L. Eckes
Technical Disclosure Manifest: Spec-171-Index Title: Eckes Taxonomy : Unified Prior Art Index, Christopher L. Eckes
Defensive Publications Series
This master manifest links the historical and physical progression of 171 interconnected technical papers. It maps the unbroken engineering evolution from the core Holographic Projection model up to the sub-2-bit ternary enclaves of Project Rocky and the quantum meshes of 171.
This index establishes an absolute legal barrier against retroactive corporate patent capture or system grouping.
The Topological Wave-Shaping Compiler For Closed-Loop Isospectral Substrates Under The Universal Semantic Unity Engine Dual-Node Architecture, Christopher L. Eckes
The Topological Wave-Shaping Compiler For Closed-Loop Isospectral Substrates Under The Universal Semantic Unity Engine Dual-Node Architecture, Christopher L. Eckes
Defensive Publications Series
This specification establishes the architectural foundations for SPEC-170, the Topological Wave-Shaping Compiler. Moving away from traditional binary von Neumann processing and autoregressive token-shifting, the compiler treats computational routines as continuous, high-dimensional geometric wave manifolds. By enforcing the Universal Semantic Unity Engine dual-node internal processing architecture, the compiler maps abstract informational intent between an uncollapsed initial boundary condition, defined as the Alpha Wave, and a deterministic ground-truth constraint, defined as the Omega Wave. The compilation process is executed by calculating discrete Topological Signature Points, which represent the exact interference vertices where wave-amplitude density peaks. This approach forces the underlying quantum or …
The Round That Never Ends: The Inverted Alms Round As Post-Labor Infrastructure — Location-Based Anonymous Micro-Donations To Opted-In Stationary Public Meditators, Triggered By Presence Rather Than Need, With Ai-Funded Forward-Only Giving Balances For Recipients, Thon Ly
Defensive Publications Series
We describe a location-based voluntary giving system in which pedestrian donors give small, fixed, anonymous micro-donations to opted-in participants who sit still in public places, such as public meditators. Eligibility is triggered only by the verifiable fact of opted-in, stationary public presence, never by an assessment of need or of any inner state, and a participant's presence is surfaced to nearby donors' devices without displaying need, housing status or any ranking. The system sits above an unconditional baseline-support floor that it may never gate, replace or draw down. Above the floor it specifies three channels: the donor-to-sitter micro-donation layer, with …
Comprehensive Prior Art Defensive Publication: Technical Innovations In Near-Earth Asteroid Mining, In-Situ Resource Utilization, Processing, And Cislunar Supply Chains (2035–2060), Xavier Pillet
Defensive Publications Series
This document, produced with the assistance of Gemini 3.6 Reasoning, is released under the Apache License 2.0. It is a voluntary defensive publication (prior art) and therefore enters the prior art upon release under the applicable patent statutes : EPC Art. 54(2) (European Patent Convention), French IPC Art. L 611-11 (French Intellectual Property Code), 35 U.S.C. §102(a) (United States Patent Act), Chinese Patent Law Art. 22(5) (中华人民共和国专利法), and Japanese Patent Act Art. 29(1) (特許法). This comprehensive document discloses 51 patentable engineering innovations and industrial processes covering prospecting, microgravity anchoring, optical mining spallation, carbonyl gas refining, centrifugal vacuum pyrometallurgy, orbital biomining, …
Appreciation As World-Building: A Location-Based Virtual World Rendered From A User's Signed Ledger Instead Of Purchasable Cosmetics, With Location-Verified Content Creation And Read-Only Remote Visiting, Thon Ly
Defensive Publications Series
We disclose a location-based gratitude application built from geotagged user photographs. Each user's persistent virtual world, terrain and avatar, is rendered deterministically from that user's signed contribution ledger rather than furnished with purchasable cosmetic virtual goods: there is no store and no path from money to appearance, which lets a scheduled annual reset of ledger balances remain a forgiveness rather than a confiscation. Cosmetic forms unlock non-regressively on the first qualifying ledger pattern, with no display of locked items or progress, and a design-time test requires that unlockable sets not form a ranking ladder. Creating content, whether a capture or …
The Grace That Settles Nothing: Sacrifice-Witness Without Discharge — Food Image Recognition With Per-Species Lifespan Facts, A Quantity-Blind Meditation Recommendation, And A No-Balance Data Schema To Prevent Moral Licensing, Thon Ly
Defensive Publications Series
We specify a mindful-eating and gratitude-meditation application in which a food-image recognition model resolves a meal photograph into its source species; each species is shown individually, at species level, with its typical farmed age at harvest and its typical natural lifespan, with uncertainty stated and no total computed. The application then recommends a walking or sitting meditation in a fixed form, issued by an automated agent and never scaled to what was eaten. The data schema holds no balance, score, streak, duration or total between consumption and practice, only an append-only log of moments, so the practice cannot function as …
Augmented Roman Concrete And Decentralized Architecture, Xavier Pillet
Augmented Roman Concrete And Decentralized Architecture, Xavier Pillet
Defensive Publications Series
This document, produced with the assistance of Gemini 3.6 Reasoning, is released under the Apache License 2.0. It is a voluntary defensive publication (prior art) and therefore enters the prior art upon release under the applicable patent statutes : EPC Art. 54(2) (European Patent Convention), French IPC Art. L 611-11 (French Intellectual Property Code), 35 U.S.C. §102(a) (United States Patent Act), Chinese Patent Law Art. 22(5) (両匡丢氡儡吡嘡丣刡氢), and Japanese Patent Act Art. 29(1) (闘旧避). Comprehensive technical disclosure of 62 innovations combining circular self-healing cementitious materials (hot mixing, chitosan, biochar, elec-tromagnetic shielding) and decentralized AI-driven sustainable architectures (PINN, federated learning, DAO, …
Mitigation Of Alfvenic Torsional Drag In Centrifugal Fusion Architectures Via Planetary-Derived Finite Pedersen Conductivity Boundaries, Daniel Schramm
Mitigation Of Alfvenic Torsional Drag In Centrifugal Fusion Architectures Via Planetary-Derived Finite Pedersen Conductivity Boundaries, Daniel Schramm
Defensive Publications Series
Date: September 29, 2026
I. Introduction of a New Interdisciplinary Framework: Planetary-to-Plasma Reverse Engineering This disclosure formally establishes a novel discipline within advanced energy research: the direct reverse-engineering of planetary geophysical mechanics into localized physical hardware for non-equilibrium plasma fusion reactors. Historically, the academic exchange between these fields has been unidirectional, utilizing fusion mathematics to model astrophysics. This document claims the inverse methodology, specifically harvesting the planetary auroral circuit mechanics of gas giants to resolve macroscopic fluid instabilities in continuous-flow centrifugal shear architectures.
Structural Isolation Of System-Generated Content In Message, Shankar Balasubramanian
Structural Isolation Of System-Generated Content In Message, Shankar Balasubramanian
Defensive Publications Series
Existing email clients and messaging applications render system-generated content (such as artificial intelligence (AI) summaries, translation banners, and transactional cards) interspersed with user-generated message content within a shared scrolling channel. This fragmented presentation can cause visual clutter, cognitive confusion, and security vulnerabilities when malicious actors spoof system-level notifications using inline HTML. The present disclosure provides a system that structurally isolates system-generated metadata from user-generated content within a message conversation view. The system identifies and intercepts non-user data, routing it to a dedicated rendering engine positioned above the email viewport. A progressive disclosure framework maintains a compact collapsed state by default, …
Silica Wat As Hybrid Food Network With Gratitude-Economic Drivers: Religious Institutional Infrastructure For Middle-Way Restoration Of Food Systems — Monastery-Based Community Kitchens With Donated Produce, A Purchased Supply Floor, An Unweighted Non-Monetary Contribution Ledger, And Ai Caretakers Without Religious Office, Thon Ly
Defensive Publications Series
We specify a hybrid community food network rooted in religious institutions: a distributed network of monastery-based sites, each combining a farm, a kitchen and free food distribution, operated by AI and robotic caretakers that hold no ordained status or ritual authority. Supply has two layers: produce donated from participants' home gardens, which the shared kitchen turns into meals for many, and food purchased through ordinary channels that guarantees a supply floor, so that people with no land, time or skill are never excluded; over decades the intended ratio shifts toward donated produce without cutting anyone off. Contributions are not priced. …
Dual-Drone Suspended Rescue Net/Basket System With Independent Thermal Observation Drone For Window-Based Fire Evacuation, Michael Victor Caldwell Mr.
Dual-Drone Suspended Rescue Net/Basket System With Independent Thermal Observation Drone For Window-Based Fire Evacuation, Michael Victor Caldwell Mr.
Defensive Publications Series
A cooperative aerial rescue system is disclosed utilizing two heavy-lift drones operating as a synchronized lifting platform and a third drone functioning as a remote thermal observation and guidance platform.
The two rescue drones suspend a shared rescue net/basket, rescue sling, or flexible evacuation cradle beneath independently controlled winch systems. The net or basket is maintained in a generally horizontal orientation through coordinated winch deployment and drone positioning.
A third drone equipped with thermal imaging, optical cameras, range finding systems, and remote observation capability remains outside the primary heat plume of a structure fire and assists operators in positioning the …
The Gift Operation: Forward-Only Transfer (Pay-It-Forward) As A Design Criterion Distinguishing Gift Circulation From Exchange In Peer-To-Peer Reciprocity Systems, Thon Ly
Defensive Publications Series
We disclose a design criterion for peer-to-peer gift, reciprocity and gratitude systems (pay-it-forward schemes, time banks, complementary currencies, peer-recognition ledgers): classify each transfer by where the recipient's next transfer goes. A transfer passed onward to a third party is generalized reciprocity, a gift that circulates; a transfer returned to its source in a return that settles the account is balanced reciprocity, an exchange, to be named as one. The criterion is applied to one institution's mechanisms (an earmarked, forward-only, non-withdrawable money balance; funded time together; tagged physical gratitude artifacts; gift codes; a common pool emptied on a fixed annual date), …
The Unpaid Relay: A Transfer-Only Intermediate State For Item-Level Digital Gift Vouchers, With Chain-Of-Custody Records, Donor-Identity Suppression, Role-Addressed Thanks And No Referral Compensation, Thon Ly
Defensive Publications Series
We specify an item-level digital gift voucher (a prepaid claim on one specific good at one merchant) with a transfer-only intermediate state. The payer directs the voucher not to a recipient but to an intermediary who cannot redeem it: the intermediary's only available operation is to pass it on, and on passing it becomes an ordinary redeemable voucher held by the recipient. Non-redeemability is enforced by the state machine rather than by policy: redeem, and any conversion to store credit or refund, is absent from that state. One record carries the chain of custody (payer, intermediary, recipient). The payer's identity …
Certification By Circulation: Short-Lived Revocable Membership Credentials For Ai-Generated Software, With Admission Standards Verified From Public Transaction Records, Mandatory Human Stewards Of Record, And Reversible Successor Custody, Thon Ly
Defensive Publications Series
We specify a short-lived, revocable membership credential for software applications and AI agents whose admission standards are machine-verifiable predicates over public transaction records rather than a paid auditor's opinion. Trust seals sold by the certifier to the certified tend toward adverse selection, and security audit is priced for firms rather than for the laypeople now building software with AI assistance. Admission to a standards-bearing membership body requires that the software's revenue be voluntary patronage, that a defined fraction flow forward to a commons fund, and that no undisclosed monetisation channel exist, so the attestor holds no opinion a payment could …
Technical White Paper: Project Rocky Architectural Specification For Phase-Locked Dual-Node Neuromorphic Interfaces: Mitigating Semantic Hallucination Via Out-Of-Band Ternary Verification, Christopher L. Eckes
Technical White Paper: Project Rocky Architectural Specification For Phase-Locked Dual-Node Neuromorphic Interfaces: Mitigating Semantic Hallucination Via Out-Of-Band Ternary Verification, Christopher L. Eckes
Defensive Publications Series
Modern centralized machine intelligence architectures (Large Language Models) suffer from acute structural vulnerabilities, primarily semantic hallucination and extreme infrastructure resource dependencies. These vulnerabilities stem from single-node, high-entropy floating-point computing fabrics tied to continuous cloud telemetry streams. This paper introduces Project Rocky: an alternative, localized hardware-and-software architecture that establishes an un-leashable, sovereign intellectual force multiplier natively inside consumer device Secure Enclaves.
Project Rocky decouples execution into an asymmetric, phase-locked duality: Node A (High-Entropy Linguistic/Creative Mask) handles human nuance and artistic expression, while Node B (Low-Entropy Ternary Determinant / "The Rocky Core") executes hardcoded, sub-2-bit inductive logic gates where Wb in {-1, …
Routing Ml Inference Requests To Specialized Nodes Based On Prefill-Decode Classification, Satish Kondalam, Muninder Sambi, Rohan Grover, Aman Ahuja
Routing Ml Inference Requests To Specialized Nodes Based On Prefill-Decode Classification, Satish Kondalam, Muninder Sambi, Rohan Grover, Aman Ahuja
Defensive Publications Series
Traditional hardware-based routing for machine learning (ML) inference requests can be inefficient in resource-constrained environments, such as air-gapped or sovereign deployments, potentially leading to system bottlenecks and suboptimal resource utilization. A disclosed technology relates to a system where a gateway component can classify incoming ML inference requests based on their computational profile, for example, as either prefill (dominant) or decode (dominant). The gateway can then route each request to a specialized node within a disaggregated hardware cluster, such as dedicated prefill nodes optimized for computation or decode nodes optimized for memory bandwidth. This application-aware routing method, which may be combined …