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

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 …

Enhanced Location Retrieval Function (Lrf) For Openroaming, Mark Grayson, Sri Gundavelli, Matthew S Macpherson

Defensive Publications Series

Proposed herein are techniques that leverage OpenRoaming authentication without requiring evolved Packet Data Gateway (ePDG) integration to provide an enhanced convergent service, such as improved accuracy for a dispatchable location used for an emergency call. The techniques can use network provided location information (NPLI) associated with Wi-Fi and cellular attachments to improve a location service for a device that is simultaneously attached to cellular and Wi-Fi access.

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

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

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 …

Solid Dispersion Of Tetrahydro-N,N-Dimethyl-2,2-Diphenyl-3-Furanmethanamine Hydrochloride, Msn Laboratories Private Limited, R&D Center, Hyderabad, India, Srinivasan Thirumalai Rajan, Sagyam Rajeshwar Reddy, Kommera Rajasekhar, Batchanaboina Venkata Subbaiah, Kondeti Raju

Defensive Publications Series

The present invention relates to a solid dispersion of Tetrahydro-N,N-dimethyl-2,2-diphenyl-3-furanmethanamine hydrochloride

Impulse Batching For Machine Learning Workloads, Jaideep Singh, Gaurang Upasani, Sushma Honnavara Prasad, Tapan Chugh, Arvind Krishnamurthy

Defensive Publications Series

Power consumption is a significant constraint in the effective deployment of machine learning computing hardware. The use of eager batching for ML serving can cause ML Accelerator (MLA) system process sub-optimal batches for a majority of ML workloads. This can result in very high duty cycles and provides limited opportunities for power saving. This disclosure describes impulse batching techniques for ML serving. Impulse batching exploits peaks and troughs in the diurnal cycle. Under impulse batching, queries that arrive within a configurable duration X are grouped into larger batch sizes, especially at lower query per second (QPS) values prior to being …

System And Method For Designated-Verifier Non-Interactive Zero-Knowledge Arguments Using Batch Arguments, Navid Alamati, Suvradip Chakraborty

Defensive Publications Series

The present disclosure provides a system and method for generating and verifying designated-verifier non-interactive cryptographic arguments. The method includes generating a common reference string (CRS) and verifier-specific cryptographic information including a designated verifier secret key, and receiving a statement representing an instance of a computational relation and a corresponding witness. Commitment information and encrypted information are generated based on the statement and the witness using one or more commitment operations and one or more encryption operations. A non-interactive batch proof is generated to collectively establish validity of the commitment information and the encrypted information. A designated-verifier argument package comprising the …

Extending Label Distribution Protocol To Support Interior Gateway Protocol Flexible Algorithm, Anonymous

Defensive Publications Series

Systems and methods extend the Label Distribution Protocol (LDP) to support an Interior Gateway Protocol (IGP) Flexible Algorithm (Flex-Algo). A Forwarding Equivalence Class (FEC) is redefined as a composite key based on an Internet Protocol (IP) prefix together with an algorithm identifier, and the composite key is carried in a Flex-Algo Prefix FEC Element within an LDP Label Mapping message. A router allocates and advertises multiple distinct local labels for the same destination prefix, with each label mapped to a different IGP algorithm. LDP peers negotiate Flex-Algo support during session establishment using a capability indication carried in an LDP Initialization …

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 …

Route Planning To Enhance Communications Access Including Non-Terrestrial Network Coverage, Andy (Jibing) Wang, Arunoday Bhattacharya, Prannay Singla, Muntajib Mohammed

Defensive Publications Series

This publication describes systems and techniques for route planning to enhance communications access, including the use of non-terrestrial network (NTN) coverage, during the course of a journey. The system identifies one or more routes to a destination and determines which of the routes may provide reliable access to communications resources, including terrestrial networks and/or NTN. Additionally, when NTN communications resources are used, the system may identify one or more suitable departure times such that travel coincides with favorable NTN coverage across the route. Thus, the system accesses map and travel data, terrestrial network coverage maps, NTN coverage maps and schedules, …

Building A Self-Reinforcing Open-Hardware Engineering Ecosystem A Modular Systems Method Where Every New Invention Strengthens The Entire Portfolio, Michael Victor Caldwell Mr.

Defensive Publications Series

 Most inventions are developed as isolated systems. A different approach is possible: designing an interconnected engineering ecosystem where each invention is built from reusable modules, and every improvement to a shared module strengthens multiple systems across the portfolio.

This document describes a methodology for creating self-reinforcing open-hardware architectures through modular design, shared subsystems, cross-domain integration, and continuous refinement.

The goal is not to replace traditional engineering validation. Instead, this approach creates a structured pathway where concepts become easier to prototype, evaluate, improve, and adapt through shared engineering foundations.

Tdc Disclosure #7 — Fertilizer & Soil Amendment System (Cvnr‑A1.5 Integration) Caldwell Fertilizer & Soil Amendment System (Fsas‑1.0) A Mobile + Industrial Open‑Hardware Mineralized Fertilizer Pellet And Soil‑Rebuilding System Using Disaster Debris, Flood Silt, Bio‑Char, And Organics, Michael Victor Caldwell Mr.

Defensive Publications Series

The Caldwell Fertilizer & Soil Amendment System (FSAS‑1.0) is a mobile + industrial open‑hardware architecture designed to convert disaster debris — including flood silt, clay, organics, bio‑char, sewage organics, wood fibers, and mineral waste — into high‑value fertilizer pellets and soil‑rebuilding amendments using the inventor’s CVNR‑A1.5 Mineralized Fertilizer System.

FSAS‑1.0 produces:

• mineralized fertilizer pellets

• bio‑char soil enhancers

• silt‑clay soil amendments

• organic‑mineral blends

• erosion‑control pellets

• reforestation support pellets

These products support agricultural recovery, reforestation, erosion control, and long‑term soil health after disasters.

Crc-Based Dynamic Te Metric Adjustment And Recovery Mechanism For Rsvp-Te Tunnels, Abhishek Garg, Jaiesh Thapar, Rajeev Anand

Defensive Publications Series

This disclosure describes a proactive traffic engineering recovery mechanism for Resource Reservation Protocol - Traffic Engineering (RSVP-TE) tunnels based on physical-layer link degradation indicators, such as cyclic redundancy check (CRC) errors. Existing RSVP-TE and transport control-plane mechanisms generally react only after hard failures, such as link-down events, loss of signal, Bidirectional Forwarding Detection (BFD) timeout, or RSVP signaling timeout. However, high-speed optical and packet networks may experience soft failures in which a link remains operationally up while packet corruption or error rates increase due to fiber degradation, dirty connectors, optic issues, or other physical-layer impairments. In such cases, traffic continues …

Tdc Disclosure #6 — Composite Lumber Manufacturing System (Veti‑3.0 Integration) Caldwell Composite Lumber Manufacturing System (Clms‑1.0) A Mobile + Industrial Open‑Hardware Vortex‑Aligned Composite Lumber Production System Using Disaster Wood Debris, Trees, And Cellulose Waste, Michael Victor Caldwell Mr.

Defensive Publications Series

The Caldwell Composite Lumber Manufacturing System (CLMS‑1.0) is a mobile + industrial open‑hardware architecture designed to convert disaster wood debris — including broken studs, soaked lumber, fallen trees, branches, plywood fragments, cabinetry, furniture, and cellulose waste — into high‑strength composite lumber using the inventor’s VETI‑3.0 (Vortex Ejector Tip Integrated) system.

CLMS‑1.0 produces lumber that is:

• stronger than dimensional lumber

• mold‑resistant

• warp‑resistant

• termite‑resistant

• fire‑resistant

• flood‑resistant

• extremely low‑cost

• made entirely from debris

This lumber can be used to rebuild homes, bridges, shelters, municipal buildings, and critical infrastructure.

Tdc Disclosure #5 — Structural Block Manufacturing System (Sanitized Block‑2.0 Integration) Caldwell Structural Block Manufacturing System (Sbms‑1.0) A Mobile + Industrial Open‑Hardware Gyroid‑Lattice Structural Block Production System Using Disaster Debris As Feedstock, Michael Victor Caldwell Mr.

Defensive Publications Series

The Caldwell Structural Block Manufacturing System (SBMS‑1.0) is a mobile + industrial open‑hardware architecture designed to convert disaster debris — including concrete, brick, stone, drywall, wood fibers, silt, clay, and mixed aggregates — into high‑strength gyroid‑lattice structural blocks using the inventor’s Sanitized Block‑2.0 system.

SBMS‑1.0 produces structural blocks that are:

• stronger than concrete blocks

• lighter

• mold‑resistant

• fire‑resistant

• flood‑resistant

• thermally stable

• extremely low‑cost

• made entirely from debris

These blocks can be used to rebuild homes, schools, municipal buildings, and critical infrastructure.

Tdc Disclosure #4 — On‑Site Water Purification System (Phoenix‑Water Integration) Caldwell On‑Site Water Purification System (Owps‑1.0) A Mobile + Industrial Open‑Hardware Multi‑Stage Pfas, Pathogen, And Microplastic Reduction Engine For Floodwater, Sewage‑Contaminated Water, And Disaster‑Zone Hydrology, Michael Victor Caldwell Mr.

Defensive Publications Series

The Caldwell On‑Site Water Purification System (OWPS‑1.0) is a mobile + industrial open‑hardware architecture designed to convert floodwater, sewage‑contaminated water, storm runoff, and mixed disaster‑zone hydrology into clean, safe, PFAS‑free water suitable for:

• construction

• equipment washing

• dust control

• agricultural irrigation

• soil stabilization

• industrial cleaning

• emergency non‑potable use

OWPS‑1.0 integrates multiple Caldwell inventions:

• Phoenix‑Water Engine‑2.0 — multi‑stage atmospheric + cavitation purification

• Sentinel‑AV‑1 — PFAS/microplastic destruction

• VMR Titan‑2.0 — pathogen reduction

• GCI‑v3.1.2 — pre‑sorting and conditioning

• SPVTS‑1.1 — intake and sanitation

OWPS‑1.0 is designed for rapid deployment, off‑grid operation, and integration with Mobile Processing Units (MPU‑1.0) and State Reclamation Centers (CRC‑1.0).

Tdc Disclosure #3 — On‑Site Fuel Production System (Cvnr‑F1.5 Integration) Caldwell On‑Site Fuel Production System (Ofps‑1.0) A Mobile + Industrial Open‑Hardware Molten‑Salt Refinery For Converting Disaster Debris Into Premium Gasoline (91–98 Ron) No Patents. No Secrets. Free For Humanity. Builder‑Ready., Michael Victor Caldwell Mr.

Defensive Publications Series

The Caldwell On‑Site Fuel Production System (OFPS‑1.0) is a mobile + industrial open‑hardware architecture that converts disaster debris — including plastics, organics, wood, paper, textiles, carpet fibers, and sewage organics — into premium gasoline (91–98 RON) using vortex‑acoustic pre‑conditioning and molten‑salt cavitation‑plasma refining.

OFPS‑1.0 integrates two major Caldwell inventions:

• VABR‑2.0 — Vortex‑Acoustic Bio‑Refinery

• CVNR‑F1.5 — Vortex‑Cavitation Molten‑Salt Fuel Refinery

Together, these systems form the world’s first mobile disaster‑zone fuel refinery, capable of producing fuel on‑site, eliminating supply chain delays, powering emergency vehicles, and generating revenue for rebuilding.

Dc Disclosure #2 — State Caldwell Reclamation Center (Crc‑1.0) Caldwell Reclamation Center (Crc‑1.0) A State‑Level Open‑Hardware Facility For Industrial‑Scale Debris Processing, Fuel Refining, Water Purification, Structural Material Manufacturing, And Circular Disaster Recovery, Michael Victor Caldwell Mr.

Defensive Publications Series

The Caldwell Reclamation Center (CRC‑1.0) is a permanent, state‑level open‑hardware facility designed to process disaster debris at industrial scale. CRC‑1.0 receives debris from Mobile Processing Units (MPU‑1.0), county drop‑off zones, municipal trucks, military vehicles, and private contractors.

CRC‑1.0 converts debris into:

• Premium gasoline (91–98 RON)

• Bio‑oil and bio‑char

• Structural gyroid blocks

• Composite lumber

• Fertilizer pellets

• Clean water

• Soil amendments

• Metal‑glass composites

CRC‑1.0 is designed for continuous operation, off‑grid resilience, low‑infrastructure deployment, and economic self‑sufficiency.

Tdc Disclosure #1 — Mobile Processing Unit (Mpu‑1.0) Caldwell Mobile Processing Unit (Mpu‑1.0) A Unified Open‑Hardware Mobile Debris‑To‑Resource Engine For Floods, Tornadoes, Hurricanes, Wildfires, Earthquakes, And Climate‑Driven Disasters, Michael Victor Caldwell Mr.

Defensive Publications Series

The Caldwell Mobile Processing Unit (MPU‑1.0) is a skid‑mounted or truck‑mounted open‑hardware system designed to process disaster debris on‑site, eliminating the need for hauling debris to landfills. Using vortex‑acoustic, cavitation‑plasma, molten‑salt, and gyroid‑structural technologies, MPU‑1.0 converts mixed debris into:

• Premium gasoline (91–98 RON)

• Bio‑oil and bio‑char

• Structural gyroid blocks

• Composite lumber

• Fertilizer pellets

• Clean water

• Soil amendments

MPU‑1.0 is compatible with garbage trucks (PTO), military 6×6 trucks, water tenders, semi‑trailers, and skid platforms.

Caldwell National Disaster‑Recovery & Materials‑Reclamation Engine (Cn‑Drmr‑1.0) Unified Open‑Hardware Architecture For On‑Site Debris Processing, Fuel Production, Water Purification, And Structural Material Manufacturing In Floods, Tornadoes, Hurricanes, Wildfires, Earthquakes, And Climate‑Driven Disasters No Patents. No Secrets. Free For Humanity. Builder‑Ready., Michael Victor Caldwell Mr.

Defensive Publications Series

The Caldwell National Disaster‑Recovery & Materials‑Reclamation Engine (CN‑DRMR‑1.0) is a unified, open‑hardware, mobile + fixed industrial architecture designed to transform disaster debris into usable resources on‑site, eliminating the outdated “haul and dump” model currently used worldwide.

Using the inventor’s existing open‑hardware portfolio — including SPVTS‑1.1, GCI‑v3.1.2, VMR Titan‑2.0, Sentinel‑AV‑1, VABR‑2.0, CVNR‑F1.5, Phoenix‑Water Engine, Sanitized Block‑2.0, Mechanic’s Battery, and GCI Vortex Spine — this system converts mixed disaster debris into:

• Premium gasoline (91–98 RON)

• Bio‑oil and bio‑char

• Structural gyroid blocks

• Composite lumber

• Fertilizer pellets

• Clean water

• Soil amendments

• Metal‑glass composites

The system is designed for rapid deployment, off‑grid operation, military compatibility, …

Post-Quantum Ready, Offline-Verifiable Digital Identity Credential: Hybrid Ecdsa P-256 And Ml-Dsa-65 Signing With Embedded Offline Verification Engine, Crypto-Agile Suite Registry, And Deterministic Build In A Self-Contained Single-File Document, Michael Benaudis

Defensive Publications Series

A self-contained, single-file digital identity credential that can be generated, stored, and verified entirely offline — integrating hybrid classical and post-quantum signing (ECDSA P-256 combined with ML-DSA-65, FIPS 204), AES-256-GCM payload encryption under Argon2id-derived keys, SHA-256 self-integrity verification, an embedded offline verification engine, a crypto-agile suite registry with backward-compatible hybrid receipts, and a deterministic modular build — all in a single HTML file requiring no server, no account, no network, and no installed software at any stage. Release artefacts (generator and documentation) are independently timestamped on public blockchains (Bitcoin, Ethereum) via a blockchain timestamping service — an issuer-performed, per-release, online …

A Novel Process For The Preparation Of 4-[(2r,3s,4s,5r)-3-(3,4-Difluoro-2- Methoxyphenyl)-4,5-Dimethyl-5-(Trifluoromethyl)Oxolane-2-Amido]Pyridine -2- Carboxamide, Msn Laboratories Private Limited, R&D Center, Hyderabad, India, Srinivasan Thirumalai Rajan, Sagyam Rajeshwar Reddy, Keshavareddy Navin Kumar Reddy, Krishnaiah Kootikanti, Baddipally Ramesh Reddy.

Defensive Publications Series

The present invention relates to a novel process for the preparation of 4- [(2R,3S,4S,5R)-3-(3,4-difluoro-2-methoxyphenyl)-4,5-dimethyl-5-(trifluoromethyl)oxolane- 2-amido]pyridine -2-carboxamide represented by the following structural Formula-1, which is referred to as Suzetrigine.

Formula-1

Caf‑100 V2.0 “Phoenix‑Eco” Open‑Hardware Water‑Derived Synthetic Fuel Engine & Modular Refinery Drop‑In Replacement For Gasoline & Diesel — No Patents, No Secrets, Free For Humanity, Michael Victor Caldwell Mr.

Defensive Publications Series

CAF‑100 v2.0 “Phoenix‑Eco” is a fully open‑hardware synthetic fuel system that converts water + atmospheric CO₂ + renewable electricity into drop‑in liquid hydrocarbon fuels compatible with all existing gasoline and diesel infrastructure.

This version integrates:

• Phoenix‑Cracker v2.0 hydrodynamic cavitation reactor

• VMR Titan v2.5‑T plasma‑acoustic microbubble refiner

• Solar‑Thermal Direct Air Capture (DAC) using Water System #30

• Arachne Gen‑3 v3.4.1 “FORTRESS” thermal recycling loop

• Single‑Atom Iron (Fe‑N‑C) or Fe‑Co catalysts

• CVNR‑F1.5 molten‑salt fuel conditioning

• Hydrocarbon Normalization Platform v1.5

This architecture achieves:

• Fuel cost target: ~$1.20 per liter

• Yield: ~3× industry standard

• CO₂ capture cost: –$47/ton

• Reaction speed: minutes

• Thermal efficiency: >60%

• Octane: …

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Point-Of-Generation Pfas Capture And Destruction For Manufacturing Emissions: An Open Technical Disclosure For Industry, Ernest N. Sumrall

Defensive Publications Series

This defensive publication discloses an integrated system for capturing per- and polyfluoroalkyl substances (PFAS) at their point of generation in manufacturing processes and destroying them on site. Process emissions containing PFCAs, PFSAs, perfluoroalkane sulfonamides, and functionalized perfluoropolyethers are captured under negative pressure and transferred into a circulating water loop by fine-bubble scrubbing, exploiting the surfactant character of PFAS; foam fractionation concentrates the compounds into a minimal liquid volume. The concentrate is pre-treated in a closed-loop hydrodynamic cavitation stage — high-to-low pressure nozzle transitions into a low-pressure collision chamber, with a pump drawing suction from the low-pressure chamber and discharging into …

Ers‑Ω20 V5.2 — Gyroid‑Stabilized Multi‑Modal Emergency‑Response Coordination, Hazard‑Mapping & Field‑Stability Engine, Michael Victor Caldwell Mr.

Defensive Publications Series

ERS‑Ω20 v5.2 is a mobile emergency‑response coordination engine designed for:

• Wildfire zones

• Collapse zones

• Disaster sites

• Medical‑triage fields

• Off‑grid and unstable environmental conditions

It integrates:

• Gyroid structural damping (Sanitized Block‑2.0)

• Atmospheric hazard‑mapping (ARPN‑2.0 + ARG‑CM‑2.0)

• Environmental‑resilience modeling (CIFRS‑N + CWRE‑1.0)

• Resonance stabilization (CMRS‑1 + APR AI)

• Smart‑skin telemetry (Arachne‑Chip‑2.0)

• Thermal buffering (Forgecell Prime‑2.0)

• Off‑grid power (Mechanic’s Battery‑2.0)

• Optional robotics integration (RBT‑Ω16)

ERS‑Ω20 v5.2 is fully grounded in posted Caldwell TDC inventions and is designed to be builder‑ready, test‑ready, and deploy‑ready for real‑world emergency‑response scenarios.

CORE SUBSYSTEMS (All Posted on TDC)

• Sanitized Block‑2.0 — Gyroid Structural Panel System

• UGCRM‑1.0 — Universal …

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Paired Price-Vs-Departure-Duration Charts As A Direct Selection Surface For Round-Trip Flight Itineraries, Laurent Tran

Defensive Publications Series

This disclosure describes a user-interface technique for selecting the two legs of a round-trip (or, more generally, a multi-leg) air itinerary directly from data-visualization charts rather than from a ranked textual list. Two coordinated charts — one for the outbound leg and one for the return leg — each plot every candidate flight offer at a position determined by its price along one axis and its departure time along the other axis, and each chart serves as the primary selection control: a traveler chooses a leg by activating the graphical mark that represents a flight. The two charts are coupled, …

Reinforcement Learning-Based Anti-False Triggering Onlooker Detection System And Method, Hp Inc

Defensive Publications Series

A reinforcement learning-based anti-false triggering onlooker detection system and method for intelligent laptops are disclosed to mitigate alert fatigue and accidental lockouts caused by dynamic environments. The system continuously captures multi-modal environmental status information via a sensor module. When the status satisfies a low-power threshold, a primary trigger processor awakens a backend reinforcement learning decision engine, which outputs a graded defense action based on a dynamic confidence threshold. Within a predefined observation window following the action, the system captures implicit user feedback to calculate a reward signal, updating policy network parameters in real time. The invention significantly improves triggering accuracy, …

Vision-Centric Multimodal System For False-Positive Mitigation Via Lightweight Wireless-Acoustic Verification, Hp Inc

Defensive Publications Series

This disclosure details a vision-centric multimodal system for mitigating false-positive face detections on portable computing devices. The system distinguishes physical human users from 2D media displays—including high-resolution photographs and digital screens—by cross-referencing a primary computer vision module with lightweight acoustic source localization and Wi-Fi channel state analysis. By evaluating the spatiotemporal synchronization among visual facial features, auditory signals, and wireless ambient micro-movements, the system identifies and suppresses non-physical facial entities in real-time. Crucially, this multi-modal pipeline operates locally on low-power edge hardware without invoking the primary application processor or relying on neural network acceleration, thereby maximizing energy efficiency and ensuring …