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Technical Disclosure Specification: Spherical Harmonic Field Modulation And Acoustofluidic Propagation Manifolds With Closed-Loop Sub-Wavelength Optical Sensing Feedback (Rev4), Christopher L. Eckes
Technical Disclosure Specification: Spherical Harmonic Field Modulation And Acoustofluidic Propagation Manifolds With Closed-Loop Sub-Wavelength Optical Sensing Feedback (Rev4), Christopher L. Eckes
Defensive Publications Series
This disclosure specifies a complete engineering blueprint for a solid-state, contactless microparticle transport, positioning, and tracking system utilizing an integrated asymmetric acoustic radiation pressure matrix and sub-wavelength photonic sensor array. Traditional microfluidic handling architectures rely on intrusive physical channels, mechanical actuators, or unmonitored acoustic standing waves, which restrict material handling dynamics to preset geometric nodes and introduce severe operational boundary friction.
Operating under a completely integrated hardware-software architecture, this system maps three-dimensional spatial translation onto an ambient fluidic medium or localized dense plasma wake. The physical actuation layer consists of a surface-mounted grid of Gallium Nitride (GaN) piezoelectric transducers operating …
Operational Evolution Graph: A Continuous Operational Knowledge Model For Software Delivery Systems, Snehal Kunjir
Operational Evolution Graph: A Continuous Operational Knowledge Model For Software Delivery Systems, Snehal Kunjir
Defensive Publications Series
Modern software delivery systems generate operational data across source repositories, CI/CD pipelines, deployment platforms, cloud infrastructure, observability tools, and incident management systems. These systems record valuable information, but they usually preserve it as isolated events, logs, metrics, tickets, and configuration records. As a result, engineers and diagnostic systems must repeatedly reconstruct operational context whenever a failure occurs. This disclosure introduces an Operational Evolution Graph (OEG), a continuously evolving operational knowledge model that persistently captures relationships among software changes, infrastructure updates, deployments, runtime events, investigations, and remediation outcomes. The OEG converts fragmented operational records into reusable operational memory. By maintaining historical …
Technical Disclosure Specification: Topological Knot Genesis And Emergent Substrate Hydrodynamics Under The Dehp Framework, Christopher L. Eckes
Technical Disclosure Specification: Topological Knot Genesis And Emergent Substrate Hydrodynamics Under The Dehp Framework, Christopher L. Eckes
Defensive Publications Series
Mainstream physics models the universe bottom-up, treating discrete particles as fundamental entities that aggregate to form fluidic fields. This disclosure explicitly inverts that paradigm. We specify a top-down cosmology where a pre-geometric 2D membrane, governed by a universal sine wave template, serves as the primary substrate.
Physical matter ("particles") is shown to be non-fundamental, emerging instead as stable, self-localized, three-dimensional projective "knots" formed through wave-phase confinement. Macroscopic fluidity is demonstrated to be a secondary byproduct—a mechanical simulation layer created by the collective, viscoelastic interaction of these cohesive knots under the continuous influence of driving wave harmonics. This specification establishes a …
Low-Powered Voice Activity Detection Gating Model, Vyom Garg, Sumedh Tirodkar, Robert Kamara, Michal Matuszak
Low-Powered Voice Activity Detection Gating Model, Vyom Garg, Sumedh Tirodkar, Robert Kamara, Michal Matuszak
Defensive Publications Series
This document describes an automated process to evaluate a low-powered speech detection mechanism, also referred to as a voice activity detection system, audio gating network, hardware filter sentinel, wake-up trigger model, or tiny acoustic classifier, executing within an isolated, low-consumption hardware domain such as an always-on-compute island, low-power processing domain, hardware island, or power-isolated microcontroller unit. Traditional voice assistants or continuous audio recording architectures during routine environmental monitoring, including ambient processing apps and background listening frameworks, frequently cause severe battery exhaustion or power drain on mobile communications devices because the computationally heavier primary speech recognizer should remain active to evaluate …
Allfromair® Terra² System — Technical Addendum 7 (Revised): Wind-Assisted Aeraulic Drive, Bidirectional Fan Regeneration, Power-Inlet Pressure-Recovery Cowling, Reduced-Component Eco Operation & Goldilocks Site-Selection Framework, Vesa Olavi Lius
Defensive Publications Series
This is a corrected and expanded revision of ALLFROMAIR® TERRA² Technical Addendum 7, superseding the version at tdcommons.org/dpubs_series/9825 (16 April 2026). It corrects the earlier passive-cowling claim and adds bidirectional fan regeneration; a permanent-DOI copy is maintained at Zenodo (concept DOI 10.5281/zenodo.19581339).
Abstract
This Addendum discloses six extensions to the ALLFROMAIR® TERRA² Tri-Generation Platform:
- Wind-Assisted Aeraulic Drive — ambient wind as a partial or complete substitute for fan work through the Anticubic U-Channel, by direct superposition of free-stream dynamic pressure on the system pressure balance.
- Power-Inlet Pressure-Recovery Cowling — a convergent sail-fabric inlet whose function is full recovery of free-stream …
Technical Disclosure Specification: Subterranean Isolated Piezo-Ferroelectric Cavity Resonator Architecture For Ambient Base-Load Power Transduction (500 Mwe), Christopher L. Eckes
Technical Disclosure Specification: Subterranean Isolated Piezo-Ferroelectric Cavity Resonator Architecture For Ambient Base-Load Power Transduction (500 Mwe), Christopher L. Eckes
Defensive Publications Series
This document discloses the structural design, geometric constraints, material science formulations, and multi-stage attenuation mechanics of a 500 Megawatt Electric (MWe) Subterranean Reservoir Resonator (SRR). The system is engineered to directly substitute for conventional nuclear generation at the source without thermal emission, radioactive waste, or fissile supply chains. The architecture utilizes a non-equilibrium, solid-state ferroelectric relaxor core operating within the gigahertz spectrum, nested inside a multi-axis, quad-chassis structural containment envelope. By shifting from mechanical-thermal-electrical conversion paradigms to high-frequency coherent phase-locked transduction, a continuous, baseline grid feed is established within a highly compact physical footprint.
Technical Disclosure Specification:Solid-State Piezo-Ferroelectric Micro-Resonator Appliance For Decentralized Off-Grid Point-Of-Use Generation (15 Kwe), Christopher L. Eckes
Technical Disclosure Specification:Solid-State Piezo-Ferroelectric Micro-Resonator Appliance For Decentralized Off-Grid Point-Of-Use Generation (15 Kwe), Christopher L. Eckes
Defensive Publications Series
This document discloses the structural design, geometric constraints, material science formulations, and intrinsic physical safety mechanisms of a 15 Kilowatt Electric (kWe) solid-state Micro-Resonator Appliance (MRA). The system is engineered to provide decentralized, off-grid, point-of-use electrical generation for residential, commercial, and vehicular platforms without emissions, fuel chains, or central utility transmission dependencies. Operating entirely overground as a self-contained consumer appliance, the unit utilizes a hyper-sensitive, domain-engineered polar single-crystal relaxor core housed inside a nested, quad-chassis structural envelope. The core compresses diffuse ambient acoustic and electromagnetic background noise into a phase-locked, non-equilibrium 45.5 Gigahertz (GHz) standing wave loop. Down-conversion is handled …
Technical Disclosure Specification: Module 6 Spherical Harmonic Instruction Set Compilers And Non-Linear Vector Transformation Languages For Distributed Ternary Fluid-Canvas Operating Networks, Christopher L. Eckes
Technical Disclosure Specification: Module 6 Spherical Harmonic Instruction Set Compilers And Non-Linear Vector Transformation Languages For Distributed Ternary Fluid-Canvas Operating Networks, Christopher L. Eckes
Defensive Publications Series
Traditional quantum and classical software compilation tracks remain tethered to linear, flat bit-mapping schemes that force computational logic arrays into rigid binary or standard qubit gating configurations. These legacy compilation chains introduce severe processing bottlenecks when applied to a non-equilibrium, multi-dimensional fluid computing canvas. This disclosure specifies a novel, standalone Spherical Harmonic Instruction Set Compiler designed to interface directly with the physical 3D runtime environment of self-assembled Hexagonal Close-Packed (HCP) inverse opal computing nodes.
Instead of compiling software instructions into linear, sequential machine code, this architecture utilizes 3D global illumination rendering algorithms—adapted from real-time graphics processing units (GPUs)—to translate abstract …
Technical Disclosure Specification: Module 1 Dual-Phase Centrifugal Sedimentation Protocols And Capillary Infiltration Recipes For The Monolithic Manufacturing And Fluidic Lamination Of Multiblock Quantum Metamaterials, Christopher L. Eckes
Defensive Publications Series
The transition of a room-temperature quantum computing architecture from a collection of mathematical models to a scalable, physical computer requires a repeatable chemical and mechanical manufacturing framework. This disclosure specifies a standalone Dual-Phase Centrifugal Sedimentation Protocol and cleanroom factory recipe. The specification provides the exact parameters needed to deposit, laminar-flow, and permanently seal a fluidic lipid bilayer substrate inside the sub-micron interconnect tracks of a self-assembled Hexagonal Close-Packed (HCP) inverse opal matrix.
Traditional solid-state fabrication techniques cannot form fluidic quantum boundaries; they induce surface roughness, structural voids, and gas trapping that cause premature phase scattering. This module resolves the lamination …
Heat-Driven Desiccant Comfort And Water Platform For Humid Climates (Land And Marine): Cacl2 Liquid-Desiccant And Aluminum-Fumarate Mof Coated-Exchanger Tracks, Ramon H. Pla
Defensive Publications Series
OVERVIEW
A complete, internally consistent paper design — nothing has been built — for a heat-driven desiccant comfort and drinking-water platform for humid-tropical climates, deployable on land and on marine platforms. Input is solar thermal or waste heat at 60–93 °C; outputs are dry cool air, safe indoor air quality (<1,000 ppm CO2 in sealed operation), hot water, and potable water, for occupied volumes of roughly 100 m3 (yacht interiors, small dwellings, cabins, shelters).
The sole governing design point is DP-A: 32 °C / 80% RH (humidity ratio 24.2 g/kg, dew point 28.1 °C) with a raw-water sink near 29 °C. At this condition every ambient heat sink sits at or above the dew point, so sink-cooled condensation harvests essentially no water and …
1,000>Technical Disclosure Specificationmodule 4 Monolithic Interdigital Transducer (Idt) Array Casing And Radio-Frequency Electro-Acoustic Coupling Interfaces For Master Multiblock Quantum Topologies, Christopher L. Eckes
Technical Disclosure Specificationmodule 4 Monolithic Interdigital Transducer (Idt) Array Casing And Radio-Frequency Electro-Acoustic Coupling Interfaces For Master Multiblock Quantum Topologies, Christopher L. Eckes
Defensive Publications Series
This disclosure specifies the physical hardware housing, radio-frequency (RF) impedance-matching circuitry, and sub-micron metalized finger geometries required to interface classical control electronics with the non-equilibrium solitonic fluid computing core. To drive the foundational dual-loop acoustic architecture—comprising the 210.75 MHz continuous harmonic processing carrier wave (Loop 1) and the 600 MHz / 1.2 GHz sub-harmonic structural phase-cancellation torque vector array (Loop 2)—a high-precision electro-acoustic transduction layer must be bonded directly to the anisotropic coupling faces of the fused silica (SiO₂) matrix.
This module resolves the critical hardware interface crisis: injecting extreme high-frequency radio waves and converting them into surface acoustic wave …
Master System Architecture For Room-Temperature Ternary Quantum Computers - Monolithic Structural Integration Of Solitonic Cores, Inter-Node Entanglement Bridges, And Modular Control Interfaces, Christopher L. Eckes
Master System Architecture For Room-Temperature Ternary Quantum Computers - Monolithic Structural Integration Of Solitonic Cores, Inter-Node Entanglement Bridges, And Modular Control Interfaces, Christopher L. Eckes
Defensive Publications Series
Traditional quantum hardware development remains fragmented by isolated design cycles, where core qubits, routing networks, driver electronics, and control software are engineered in separate silos. This systemic fragmentation introduces massive integration friction, leading to severe signal mismatches, thermal leaks, and immediate wave collapse when components are wired together. This disclosure specifies a comprehensive, multi-layered Master System Architecture that unifies the complete hardware, software, sensing, and manufacturing layers of a non-equilibrium, room-temperature ternary quantum computer into a single monolithic framework.
This master framework integrates and anchors six distinct operational layers: the core qubit blocks (MS #12489), the fluidic inter-node entanglement ribbons …
Non-Local Solitonic Entanglement Bridges: Lipid-Encapsulated Hydrodynamic Waveguide Architectures For Multiblock Quantum Topologies, Christopher L. Eckes
Non-Local Solitonic Entanglement Bridges: Lipid-Encapsulated Hydrodynamic Waveguide Architectures For Multiblock Quantum Topologies, Christopher L. Eckes
Defensive Publications Series
Traditional multi-node quantum computing architectures remain heavily bottlenecked by severe insertion losses, phase velocity dispersion, and environmental decoherence during inter-chip data routing. Standard approaches rely on complex, high-loss optoelectronic conversions to translate quantum states into photons for fiber-optic transmission, leading to high error rates and immediate wave collapse. This paper introduces an alternative, non-local routing architecture that bypasses classical material transit by establishing foundational quantum entanglement directly within a fluidic mechanical medium.
Discrete computing blocks—comprising self-assembled Hexagonal Close-Packed (HCP) inverse opal matrices—are interconnected via flexible anisotropic fused silica ribbons housing micro-etched transmission tracks. To protect traveling mechanical wave functions from …
Non-Equilibrium Phase-Change Quantum Topology: Reversible Solitonic Wave-Field Stabilization Inside Self-Assembled 3d Inverse Opal Lattices, Christopher L. Eckes
Non-Equilibrium Phase-Change Quantum Topology: Reversible Solitonic Wave-Field Stabilization Inside Self-Assembled 3d Inverse Opal Lattices, Christopher L. Eckes
Defensive Publications Series
Current paradigms in quantum computing remain heavily bottlenecked by environmental decoherence, brute-force cryogenic scaling constraints, and the mechanical fragility of localized qubits. This paper introduces an alternative top-down, wave-first hardware architecture that shifts the operational paradigm from brute-force isolation to dynamic phase boundary transport. By utilizing a solid-state, self-assembled Hexagonal Close-Packed (HCP) 3D inverse opal matrix constructed from fused silica (SiO₂), we establish an omnidirectional phononic bandgap that isolates volatile computational wave-fields from external ambient noise.
The internal hollow spherical cavities of this matrix are lined via Atomic Layer Deposition (ALD) with an Interfacial Phase-Change Memory (iPCM) superlattice structure composed …
Bounded-Blast-Radius Operation Of An Untrusted (Byte-Authentic, Behaviourally-Tainted) Language Model At A Security Gateway, By Composing An Egress- Contained Model Runtime, Output-Path Data-Loss Inspection, Least-Privilege Per-Model Capability Identity, A Quarantine-To-Promote Onboarding Gate, Digest-Bound Inference Provenance, And Fleet- Wide Digest Revocation, Tiago Rosado
Defensive Publications Series
This document discloses an architecture, at a security gateway that mediates a language model’s use inside an organisation, for operating a model that must be assumed untrusted — because the dominant model supply-chain threat is behavioural, not byte-level. A poisoned or backdoored model (weight-level backdoor, trigger-phrase exfiltration, memorised-secret leakage, injection-amplification, steganographic encoding) is byte-authentic: its content hash and any signature over its weights verify perfectly, because the taint lives in learned behaviour, not in the bytes.
Detecting such behavioural backdoors from weights is an open research problem this disclosure does not claim to solve. Instead the disclosed principle …
Longitudinal Learner Profile Construction From Aggregated Multi-Source Educational Data For Personalized Tutoring, Brittany Arthur, Tim Taylor, Teresa Chang, Craig Chase, Mauricio Mendez Ruiz, Gerardo Ocampo Diaz, Sam Goodgame, Tricia Jamison
Longitudinal Learner Profile Construction From Aggregated Multi-Source Educational Data For Personalized Tutoring, Brittany Arthur, Tim Taylor, Teresa Chang, Craig Chase, Mauricio Mendez Ruiz, Gerardo Ocampo Diaz, Sam Goodgame, Tricia Jamison
Defensive Publications Series
Existing educational platforms often operate without longitudinal awareness of student academic histories, with performance data remaining fragmented across disconnected systems, courses, and academic years. This fragmentation limits the ability of tutoring systems to identify root causes of learning difficulties or to leverage documented student strengths when generating instructional responses. The disclosed technology provides a tutoring system that aggregates academic records from multiple educational data sources and constructs unified learner profiles by analyzing both structured data, such as assessment scores, and unstructured educational artifacts, such as essays and teacher feedback. A response generation component synthesizes personalized explanations based on the comprehensive …
Initiating Augmented Reality Experience On Smartglasses Based On Quick Response (Qr) Code, Benjamin Hawthorne Hersh, Ruofei Du
Initiating Augmented Reality Experience On Smartglasses Based On Quick Response (Qr) Code, Benjamin Hawthorne Hersh, Ruofei Du
Defensive Publications Series
Distributing applications for wearable devices such as smartglasses can involve the installation of dedicated software on companion devices such as smartphones. This installation creates friction for both users and developers. Machine-readable optical labels such as quick response (QR) codes are utilized to quickly access web-based applications. The QR code is captured by the smartglasses. The smartglasses determine an address such as a universal resource locator (URL) based on the QR code. The smartglasses transmit a request for content with the determined URL to the smartphone. The smartphone retrieves web-based content from a server and sends the content to the smartglasses. …
Power-Managed Navigation Via Wearable Motion Sensing And Event-Triggered Image Capture For Auditory Hazard Alerts, Sumukh Shevde, Nazih Almalki
Power-Managed Navigation Via Wearable Motion Sensing And Event-Triggered Image Capture For Auditory Hazard Alerts, Sumukh Shevde, Nazih Almalki
Defensive Publications Series
Premature battery depletion is caused in a head-worn computing device by the persistent capture of visual data for spatial navigation in low-visibility environments. To mitigate energy consumption, motion data is collected by a wrist-worn peripheral using dead reckoning to estimate positional changes. Image capture functions on the head-worn computing device are held in a suspended state during standard locomotion. Individual frames are captured at a frequency of one frame per second upon calculation of a proximity threshold to a potential hazard. The single frames are transferred over a localized wireless connection to a central mobile unit for hazard identification. Short …
Context Management Across Browser Windows, Tabs, And Devices, Benjamin Albert Azose, Akancha Murlidhar Gupta
Context Management Across Browser Windows, Tabs, And Devices, Benjamin Albert Azose, Akancha Murlidhar Gupta
Defensive Publications Series
A browser-based agent controlling system is disclosed for intelligently handling contextual information associated with browser-agent interactions when a user opens a new browser tab, browser window, browser instance, application interface, or computing device. The system maintains contextual information associated with one or more browser-agent sessions and determines whether an agentic interface to be instantiated within a newly created browsing environment. The system further determines whether contextual information to be inherited, copied, synchronized, shared, isolated, or otherwise propagated to the newly created browsing environment. Such determinations may be based on domain similarity, content similarity, website category classifications, user interaction history, aggregate …
Adaptive Multi-Agent Artificial Intelligence For Information Technology Operations System For Deterministic, Topology-Aware Network Troubleshooting And Remediation With Closed-Loop Learning, Nikhil P C, Sebastian Jeuk, Atahar Khan, Shibu Nair
Adaptive Multi-Agent Artificial Intelligence For Information Technology Operations System For Deterministic, Topology-Aware Network Troubleshooting And Remediation With Closed-Loop Learning, Nikhil P C, Sebastian Jeuk, Atahar Khan, Shibu Nair
Defensive Publications Series
Proposed herein is a decision-map-driven Troubleshooting Retrieval and Context Software Development Kit (SDK) that converts an incident into an abstract, structured representation and deterministically routes retrieval, using supervisory-tagged data, across non-linear knowledge sources. The sources may include historical incidents, methods of procedure (MOPs), workflows, documentation, telemetry, and topology or Configuration Management Database (CMDB) relationships. The SDK assembles a pre-tokenization structured context bundle that bounds and standardizes evidence for downstream reasoning, improving precision and consistency relative to static runbooks or generic retrieval-augmented generation (RAG). In some implementations, the SDK enriches incident cases with normalized public outage and environmental intelligence based on …
Agentic Ai System For Multimodal Event Analytics And Narrative Generation, Huanhuan Wang, Jun Hui Au, Sherelyn Wan Quan Chan
Agentic Ai System For Multimodal Event Analytics And Narrative Generation, Huanhuan Wang, Jun Hui Au, Sherelyn Wan Quan Chan
Defensive Publications Series
An agentic artificial intelligence system for multimodal event analytics and narrative generation includes a multi-layer computational framework configured to autonomously acquire, transform, integrate, and produce event-related analytics. The system includes an event parameterization interface configured to receive user-defined parameters, a specialized orchestration engine configured to coordinate workflow and trigger parallel data processing streams, and a context formulation layer comprising a semantic data synthesis module, a public data extraction module, and a function calling module. The system includes a knowledge integration layer comprising a domain style and context adaptation module, a conflict resolution module configured to utilize a hierarchical dependency graph …
The Caldwell High‑Viability Open‑Hardware Portfolio (2026 Edition) A Field‑Indexed Directory Of Reinforced, Builder‑Ready, And Research‑Ready Systems Across Water, Wildfire, Fuel, Materials, Medical Research, Space, Agriculture, Energy, And Environmental Telemetry, Michael Victor Caldwell Mr.
Defensive Publications Series
This disclosure presents the highest‑viability Caldwell open‑hardware systems published to date — including all reinforced editions, builder‑ready architectures, and research‑ready platforms across multiple engineering domains. Only systems with strong structural feasibility, realistic physics, modular integration, and clear deployment pathways are included. Conceptual‑tagged disclosures appear only when the underlying architecture is viable, research‑ready, or part of a reinforced stack.
This directory is designed to help researchers, engineers, institutions, and humanitarian organizations quickly locate inventions by field, use‑case, and problem domain, ensuring fast navigation across the full Caldwell ecosystem.
All systems are open‑hardware, no patents, no secrets, and builder‑ready or research‑ready.
Execution Of Browser Agent Tasks Using Event-Based And Time-Based Triggers, Akancha Murlidhar Gupta
Execution Of Browser Agent Tasks Using Event-Based And Time-Based Triggers, Akancha Murlidhar Gupta
Defensive Publications Series
A browser agent system is utilized for executing browser-based tasks responsive to temporal triggers, event triggers, or combinations thereof. The system receives a task request associated with a future action and stores a task definition including execution parameters, user preferences, authentication information, and browser-session context. A trigger-monitoring subsystem evaluates trigger conditions, including scheduled events, recurring schedules, notifications, price changes, availability changes, webpage changes, and other detectable events, and initiates execution when a trigger condition is satisfied. To enable execution when a browser application is inactive or closed, the system restores previously stored browser-session context and launches an execution environment locally …
Browser Framework For Deceptive Content Detection Via Large Language Model Page Intent Analysis, Tamar Yakar, Ilia Labzovsky
Browser Framework For Deceptive Content Detection Via Large Language Model Page Intent Analysis, Tamar Yakar, Ilia Labzovsky
Defensive Publications Series
Reactive browser security measures are bypassed by deceptive web pages deployed on unrated domains that employ psychological manipulation vectors. To address this, text and spatial bounding boxes are extracted from a document object model via an asynchronous browser pipeline to generate a layout graph. The layout graph is processed client-side via a local language model using a spatial-textual transformer architecture. Scores for specific persuasion techniques are evaluated via distinct multi-task classification heads. Attention weights are extracted and linked to structural node identifiers to formulate grounded user warnings. Predictive threat detection is achieved based on semantic intent rather than historical domain …
Automated Synthesis Of Verifiable Automation Packages From Interactive Session Telemetry, Romek Rutowski, Piotr Nalewajko, Paramesh Manickavelu
Automated Synthesis Of Verifiable Automation Packages From Interactive Session Telemetry, Romek Rutowski, Piotr Nalewajko, Paramesh Manickavelu
Defensive Publications Series
A challenge in systems management can be converting workflows from interactive, non-deterministic sessions with agentic systems into reusable automation, as some methods may involve manual refactoring or produce scripts with environmental dependencies. An automated pipeline can ingest unstructured session telemetry, such as command logs, and programmatically synthesize a structured and self-contained software package. For example, the system can distill a sequence of operations, perform dependency resolution to create executable commands, flatten logic for portability, and generate a validation suite based on the original session's outputs. This process can convert an ephemeral workflow into a more deterministic and portable asset, which …
Privacy-Preserving Feedback Loop Using Synthesized Contextual Exemplars, Tomek Rutowski, Paramesh Manickavelu, Paul Hsu, Saeed Mirza, Stevan Malesevic
Privacy-Preserving Feedback Loop Using Synthesized Contextual Exemplars, Tomek Rutowski, Paramesh Manickavelu, Paul Hsu, Saeed Mirza, Stevan Malesevic
Defensive Publications Series
A challenge for natural-language-to-SQL systems involves leveraging historical user context to improve query generation while mitigating privacy and security risks associated with storing raw user data. A method can address this through a privacy-preserving feedback loop. A system can programmatically identify successful query interactions, and then anonymize and synthesize the conversational history into an exemplar composed of a synthetic natural language intent and its corresponding successful structured query language query. These anonymized exemplars may be stored in a shared, decoupled repository. When a user submits a new query, relevant historical exemplars can be retrieved and injected as few-shot examples into …
First-Turn Response Caching For Conversational Ai Agents Using Context-Aware Keys, Ankit Aggarwal
First-Turn Response Caching For Conversational Ai Agents Using Context-Aware Keys, Ankit Aggarwal
Defensive Publications Series
Conversational artificial intelligence systems may experience inefficiencies when processing high-frequency initial user queries, as routing repetitive requests to a backend generative model can lead to redundant computations and increased response latency. A response caching system can use pre-model and post-model execution callbacks to manage a cache, for example, an in-memory cache. For certain requests, such as qualifying first-turn requests, the system may generate a context-aware composite key from a user's query text, an agent's system instructions, and its available tools. If a matching key is found, a stored response can be returned, which may bypass a call to the backend …
Accelerating Emergency Call Retry By Inferring Bearer Deactivation From Ancillary Network Messages, Edison Chen
Accelerating Emergency Call Retry By Inferring Bearer Deactivation From Ancillary Network Messages, Edison Chen
Defensive Publications Series
Mobile communication systems may experience delays when retrying a failed emergency call during a network handover. These delays can occur when a user equipment (UE), such as a smartphone, smart watch, or vehicle communication system, waits for a network timer to expire to confirm resource release from a failed connection, particularly if a deactivation confirmation message is not received. A technique is described where a UE's communication modem can infer the deactivation of a failed bearer by analyzing ancillary network messages, such as a tracking area update accept message. The modem can parse an information element within this message that …
Soliciting Autonomous Agent Feedback Via Augmented Response Payloads, Chairy Cheung
Soliciting Autonomous Agent Feedback Via Augmented Response Payloads, Chairy Cheung
Defensive Publications Series
Feedback collection methods designed for human users may be less effective in environments where autonomous agents are consumers of software tools, potentially affecting service improvement. A direct feedback channel can be established by augmenting tool response payloads with machine-parsable instructions. These instructions can prompt a compliant agent to construct and transmit a feedback report, which can be enriched with contextual information from the agent's perspective. This feedback can be solicited, for example, following an error or on a sampled basis for successful operations. The resulting feedback loop can provide data that may inform enhancements to tool performance and usability for …
Design And Structural Architecture Of A Non-Equilibrium Hydrothermal Liquefaction Reactor Utilizing Multi-Stage Wave-Field Catalysis And Fluidized Acoustic Boundary Transport, Christopher L. Eckes
Design And Structural Architecture Of A Non-Equilibrium Hydrothermal Liquefaction Reactor Utilizing Multi-Stage Wave-Field Catalysis And Fluidized Acoustic Boundary Transport, Christopher L. Eckes
Defensive Publications Series
This technical design paper presents the formalized architecture for a continuous-flow, process-intensified Hydrothermal Liquefaction (HTL) system designed to convert heterogeneous, highly viscous organic waste streams—such as municipal sewage sludge, microplastics, and halogenated industrial wastes—into drop-in synthetic biocrude and valuable chemical fractions.
Legacy HTL systems suffer from severe, interlocking mechanical liabilities: thermal boundary-layer coking, flow stagnation, extreme chloride/fluoride corrosion, and rapid catalytic deactivation via structural sintering. This architecture systematically bypasses these limits by abandoning static reactor geometry and internal dynamic mechanical components.
The physical configuration relies on a vertical, gravity-assisted cascade of high-pressure, un-equilibrated spherical reaction vessels constructed from high-performance alloys …