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Report On The Market Deployment Of Endohedral Fullerenes Ag@C60, Xavier Pillet
Report On The Market Deployment Of Endohedral Fullerenes Ag@C60, Xavier Pillet
Defensive Publications Series
This document, produced with the assistance of GPT-5.2 Thinking and Gemini 3 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). It defensively discloses enabling invention candidates (processes, systems, compositions, methods, software) spanning Ag@C60 synthesis/purification, industrial QA/qualification, diagnostics, imaging, aerospace structural health monitoring, digital …
Feasibility Study: Frugal Production Of Au@C60 (Gold Endohedral Fullerene), Xavier Pillet
Feasibility Study: Frugal Production Of Au@C60 (Gold Endohedral Fullerene), Xavier Pillet
Defensive Publications Series
This document, produced with the assistance of ChatGPT 5.2 Thinking and Gemini 3 Raisonnement, is released under the Apache 2.0 licence. 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 PC 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). It discloses frugal, industrializable routes to synthesize, purify, characterize, formulate, and deploy Au@C60 (helium arc discharge, composite anodes, arc control, gas recirculation, quench/soot collection, …
Llm Fine-Tuning Using A Multimodal Reward Model Trained With Ground Truth, Khalid Salama, Tomasz Kępa
Llm Fine-Tuning Using A Multimodal Reward Model Trained With Ground Truth, Khalid Salama, Tomasz Kępa
Defensive Publications Series
This disclosure describes techniques to improve the accuracy of large language model (LLM) responses by using a trained multimodal reward model (RM) to fine-tune the LLM. In contrast to traditional techniques that train the RM without consideration of the ground truth, the RM is trained using the prompt (including image and/or other forms of input), the response, and the ground truth. The trained RM can be applied to score the LLM response to the prompt in relation to the ground truth. The score can be used to fine-tune the LLM to improve the accuracy and the form of its responses …
Synthetic Organismic Governance: The Utlp Architecture For Biological Time Synchronization, Liquid Aperture Synthesis, And The Epistemology Of Generative Prior Art, Steven Kirkland
Defensive Publications Series
This technical supplement extends the Universal Time Lord Protocol (UTLP) by formalizing the "Mind-Body" governance model required for planetary-scale distributed systems. It asserts that while application layers may utilize political consensus, the underlying timing and transport layers must operate on pre-rational biological principles to maintain stability under relativistic conditions.
This document establishes 103 Prior Art Claims, detailing the specific mechanisms that allow silicon nodes to mimic the homeostatic resilience of biological organisms. Key contributions include:
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Physics (The Liquid Aperture): Defining the governance logic for a Liquid Software-Defined Aperture, where the synchronization layer utilizes "Servo-Locked" frequency modulation (slewing) rather …
Strategic Report: Bscc-V1 Device For Preserving Epigenetic Integrity, Xavier Pillet
Strategic Report: Bscc-V1 Device For Preserving Epigenetic Integrity, Xavier Pillet
Defensive Publications Series
This document, produced with the assistance of GPT-5.2 Thinking and Gemini 3 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). This document consolidates an enabling extraction of sixty (60) potentially patentable/defensive ideas for the BSCC-V1 concept: coherent emissions (528 Hz and harmonics), silica micro-resonators, …
Cerulean Shield Project: Photonic Coatings For Active Thermal Management, Xavier Pillet
Cerulean Shield Project: Photonic Coatings For Active Thermal Management, Xavier Pillet
Defensive Publications Series
This document, produced with the assistance of GPT-5.2 Thinking and Gemini 3 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). This defensive disclosure covers blue photonic coatings (cobalt-aluminate spinel pigments and silica matrices) engineered as multi-band dielectric reflectors to reject incident radiative heat …
Comprehensive Study Of The Topological Phase Resonance Filter (Tprf), Xavier Pillet
Comprehensive Study Of The Topological Phase Resonance Filter (Tprf), Xavier Pillet
Defensive Publications Series
This document, produced with the assistance of GPT-5.2 Thinking and Gemini 3 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). It discloses chiral micro-helix metamaterial architectures (Berry phase) operating as a passive phase-stabilization filter, a high spin-orbit Cu–Au–Bi alloy, nano-fabrication routes (3D printing …
Research Report And Business Case: “Vcp-V1” Device For Detecting Non-Coherent Photonic Projections, Xavier Pillet
Research Report And Business Case: “Vcp-V1” Device For Detecting Non-Coherent Photonic Projections, Xavier Pillet
Defensive Publications Series
This document, produced with the assistance of GPT-5.2 Thinking and Gemini 3 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 report discloses an optronic + software system (VCP-V1) designed to discriminate real objects from synthetic wavefronts/photonic projections using second-order intensity correlations g(2), …
Chrono-Synchronous Resonance Anchor (Arcs) – Technical And Strategic Report, Xavier Pillet
Chrono-Synchronous Resonance Anchor (Arcs) – Technical And Strategic Report, Xavier Pillet
Defensive Publications Series
This document, produced with the assistance of GPT-5.2 Thinking and Gemini 3 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). Description: this report discloses systems, materials, methods, and software for clock phase stabilization and jitter reduction (jitter cleaning), based on photorefractive phase memory …
Holonomic Electric Pallet Jack For Narrow Aisle Use, N/A
Holonomic Electric Pallet Jack For Narrow Aisle Use, N/A
Defensive Publications Series
A specialized material handling apparatus provides improved efficiency and safety of moving heavy information technology (IT) equipment, such as fully populated computing racks, within constrained operational areas, such as narrow aisles found in datacenters. The weight of high-density computing racks, often exceeding 4,000 pounds, combined with hardware sensitive to vibration, contributes to significant human safety risks and increased personnel requirements for the movement of equipment. The apparatus is configured as a manually driven solution that mimics the operation of standard electric pallet jacks to improve operator learning time and handling. Moreover, the apparatus includes wheels configured to enhance maneuverability and …
System And Method For Hyper-Personalized Advertising Using Real-Time Ai-Generated User Avatars, Prasana Kannan
System And Method For Hyper-Personalized Advertising Using Real-Time Ai-Generated User Avatars, Prasana Kannan
Defensive Publications Series
This disclosure describes a platform-agnostic system and method designed to address the lack of deep and creative engagement in digital advertising. The system and methods disclosed make use of a device’s integrated camera to generate realistic user avatars and dynamically insert them into a video, such as a video advertisement, in real-time. By replacing the model or actor in the core video content with a simulated likeness of the user, the viewer transitions from a passive audience member to an active participant in the advertising scenario. This technology allows for hyper-personalization at scale across various devices that are capable of …
Using Indoor Location As Proof Of Humanity, Abhishek Bhattacharyya
Using Indoor Location As Proof Of Humanity, Abhishek Bhattacharyya
Defensive Publications Series
Proposed herein are techniques that facilitate using indoor location as evidence for proof of humanity. For example, movement patterns of a device can be correlated with the movement patterns of humans to provide evidence that the device belongs to a human. This information can be utilized in conjunction with other proofs of humanity such as biometrics to ascertain humanity before granting access to resources.
Large Language Model-Based Data Extraction From Web Pages Using A Compact Content Representation, Shiva Garg, Timir Shah, James Sun, Yifan Zou, Longsheng Yin
Large Language Model-Based Data Extraction From Web Pages Using A Compact Content Representation, Shiva Garg, Timir Shah, James Sun, Yifan Zou, Longsheng Yin
Defensive Publications Series
Systems for extracting specific data, such as a transaction total from a web page, may face challenges with accuracy and scalability when using heuristic-based methods like regular expressions. A described technique may utilize a client-server system where a client application on a computing device (e.g., a smartphone, smart watch, or laptop) can generate a compact, text-based representation of a web page’s rendered content. This representation can be transmitted to a remote server where a large language model, potentially guided by an engineered prompt, can analyze the content to semantically identify and extract desired data, such as a checkout amount. The …
Portable Compute Device With Top Surface Ventilation And A Retention Mechanism, Juha Oikarinen
Portable Compute Device With Top Surface Ventilation And A Retention Mechanism, Juha Oikarinen
Defensive Publications Series
High-performance portable compute devices, such as those for mixed reality applications, smartphones, or wearable computers, may require consideration for heat generation when operated in confined spaces like a pocket, where air vents may become obstructed. To mitigate this, a device architecture can position both air intake and exhaust vents for an active cooling system on a single surface of the device's housing. The device can also incorporate an integrated retention mechanism, for example, a clip, designed to engage with an edge of a pocket. This configuration may suspend the device, helping to keep the vent-bearing surface exposed to ambient air. …
Cam 5-Axis-Cad/Cam-Software For Turbine Blade, Blisk/Ibr And Bling, Anonymous
Cam 5-Axis-Cad/Cam-Software For Turbine Blade, Blisk/Ibr And Bling, Anonymous
Defensive Publications Series
Parametric CAD/CAM software for turbomachinery components
Documentation version: 5.12
Subject matter and technical features
This document describes graphics-oriented, parameterized CAD/CAM software for modeling and efficient machining of turbine blades, blisks/IBRs, and blings using 5-axis machining. The software offers the following technical functions:
- Interactive user interface with parametric definition of machining operations on free-form surfaces.
- Modeling of air blades, blisks, and blings, including special function modules for spline fitting, segmentation, edge fitting, and integration of IGES and Parasolid data.
- Strategy modules for various machining scenarios: adaptive measuring programs for surfaces, basic and advanced machining strategies (roughing, surface machining, …
Adaptive Retry Solutions For Recurrent Payment Decline Using Generative Artificial Intelligence, Alok Roy, Prajna Shetty, Vinay Sarda, Katyayani Kiranmayee Kolluru
Adaptive Retry Solutions For Recurrent Payment Decline Using Generative Artificial Intelligence, Alok Roy, Prajna Shetty, Vinay Sarda, Katyayani Kiranmayee Kolluru
Defensive Publications Series
The present disclosure provides a method and a system for adaptive retry solutions for recurrent payment transactions. The method comprises identifying the reason for decline of recurrent payment transactions, storing the declined transaction and subscribing to the issuer system based on the identified reason. The method further comprises predicting the future timestamp for successful retry attempts for declined recurrent payment transaction based on transaction history, and issuer rules. Furthermore, the method comprises transmitting the notification of predicted timestamp to the user devices and executing the retry attempt for declined recurrent payment transaction in the predicted timestamp. Further, transmitting the status …
Cycle-By-Cycle Current Limit Method For Unregulated Intermediate Bus Converters, N/A
Cycle-By-Cycle Current Limit Method For Unregulated Intermediate Bus Converters, N/A
Defensive Publications Series
This publication describes methods and circuits for limiting current in unregulated Intermediate Bus Converters (IBCs). The technology addresses issues related to parallel operation of low-impedance converters, where impedance mismatches can lead to significant current imbalances and transitory current spikes. By utilizing a cycle-by-cycle input charge control mechanism, the system can detect over-current conditions and temporarily increase the switching frequency to clamp the input current. This approach effectively uses the resonant capacitor voltage, which represents the integral of the input current, to trigger switching events. The system may further incorporate frequency compensation to ensure consistent current regulation across varying switching frequencies …
System For Real-Time Selective Visual Filtering In Augmented Reality Based On Object Segmentation, Tamar Yakar, Ilia Labzovsky
System For Real-Time Selective Visual Filtering In Augmented Reality Based On Object Segmentation, Tamar Yakar, Ilia Labzovsky
Defensive Publications Series
Systems and methods can provide real-time, selective visual filtering on a wearable computing device (e.g., augmented reality glasses, a smartphone, a smart watch, etc.). The technology may utilize a multi-stage pipeline that can employ object detection to identify predefined subjects and image segmentation to generate a pixel-level mask. An overlay generation module can then apply a configurable visual filter, for example, a blur or a solid color, over the masked area. This approach can help mitigate the visual impact of stimuli while helping to preserve the clarity of the surrounding environment, which may allow a user to maintain situational awareness.
Grid Realistic Voltage Drop Patterns For Structural Testing Of Integrated Circuits, Aditya Girish, Praphulla Pandey, Srinivas Vooka, Vaibhav Gupta
Grid Realistic Voltage Drop Patterns For Structural Testing Of Integrated Circuits, Aditya Girish, Praphulla Pandey, Srinivas Vooka, Vaibhav Gupta
Defensive Publications Series
During the testing of integrated circuits (IC), simultaneous switching of instances in a region of the IC increases transient current and causes a voltage drop (also referred to as IR drop). Such voltage drops can interfere with proper testing of the chip and complicate fault detection. This disclosure describes techniques that leverage power-aware analysis to predict the locations of IR hotspots that may arise during ATPG testing of integrated circuits. Compared to traditional structural analysis, the techniques improve the accuracy of prediction of IR hotspots, refine switching activity constraints for ATPG, and generate patterns with realistic power. The techniques produce …
Physical Design (Pd) Modeled As A Directed Acyclic Graph (Dag) For Advanced Analytics, Avijeet Somani, Sagar Karandikar, Parthasarathy Ranganathan, Akanksha Jain
Physical Design (Pd) Modeled As A Directed Acyclic Graph (Dag) For Advanced Analytics, Avijeet Somani, Sagar Karandikar, Parthasarathy Ranganathan, Akanksha Jain
Defensive Publications Series
Physical design (PD) within very-large-scale integration (VLSI) is complex, iterative, and time-consuming, featuring extended design cycles and requiring significant manual debugging that is heavily reliant on individual experience of the engineer. This disclosure describes techniques to model the entire PD lifecycle of a VLSI design as a conceptual graph by leveraging historical PD data. The conceptual graph can be employed to represent the entire design history as a directed acyclic graph (DAG). The DAG can help capture the cause-and-effect relationships between jobs with sequential edges representing stage transformations and iterative refinement edges documenting causes for re-runs. The DAG can be …
Multi-Step Biochemical Reactions Using Hethydrogel Platform, Anonymous
Multi-Step Biochemical Reactions Using Hethydrogel Platform, Anonymous
Defensive Publications Series
A universal platform for the dropletization of plate-based single-cell multiomic assays.
A Process For The Preparation Of (R)-N-(1-(Naphthalen-1-Yl)Ethyl)-3-(3-(Trifluoromethyl)Phenyl) Propan-1-Amine Hydrochloride, Msn Laboratories Private Limited; Srinivasan Thirumalai Rajan; Mummadi Venkatesh; Anugu Praneeth Kumar; Alle Kiran
A Process For The Preparation Of (R)-N-(1-(Naphthalen-1-Yl)Ethyl)-3-(3-(Trifluoromethyl)Phenyl) Propan-1-Amine Hydrochloride, Msn Laboratories Private Limited; Srinivasan Thirumalai Rajan; Mummadi Venkatesh; Anugu Praneeth Kumar; Alle Kiran
Defensive Publications Series
The present invention provides a process for the preparation of (R)-N-(1-(naphthalen-1-yl)ethyl)-3-(3-(trifluoromethyl)phenyl)propan-1-amine hydrochloride
Meta-Alignment Directive And Capability Card Architecture For Governance And Configuration Of Ai Systems, Fulton D. Bridwell
Meta-Alignment Directive And Capability Card Architecture For Governance And Configuration Of Ai Systems, Fulton D. Bridwell
Defensive Publications Series
Disclosed is a system and method for configuring and governing artificial intelligence systems using a meta-alignment directive and a plurality of modular capability cards. Each capability card comprises explicitly defined axioms representing non-violable behavioral constraints, primitives representing typed state variables exposed to reasoning, and formulas representing permitted reasoning transformations constrained by said axioms. The meta-alignment directive provides inherited system-level constraints, interpretation rules, and objective dynamics applicable across capability cards. Capability cards may be bundled, selected, and activated to configure AI systems for distinct operational roles in a model-agnostic and platform-agnostic manner. The disclosure establishes structural prior art for modular AI …
Genesis: Advanced Systems Framework For Reasoning Over Primitives, Formulas, And Axioms, Fulton D. Bridwell
Genesis: Advanced Systems Framework For Reasoning Over Primitives, Formulas, And Axioms, Fulton D. Bridwell
Defensive Publications Series
A production-ready computer system and method for deterministic reasoning and computation over three foundational components: primitives (atomic, typed values), formulas (expressions derived from axioms), and axioms (immutable domain rules). The system comprises a primitives registry, axiom store, formula compiler, reasoning engine, memory degradation system, and modality engines for generating natural language explanations, executable code, visual diagrams, and engineering documentation.
Key Innovation: Bidirectional English ↔ formula translation with automatic axiom grounding, deterministic auditable computation, tiered memory management, and multi-modal output generation from a single unified reasoning core.
Applications: Scientific computing, engineering design, aerospace, financial risk analysis, healthcare, manufacturing, energy systems, and …
Allfromair™ Ires (Gen 3) – System Architecture, Process Physics & Compliance Verification, Vesa Olavi Lius
Allfromair™ Ires (Gen 3) – System Architecture, Process Physics & Compliance Verification, Vesa Olavi Lius
Defensive Publications Series
This disclosure describes the ALLFROMAIR™ IRES (Gen 3), a unified thermodynamic platform integrating heating, cooling, ventilation, and atmospheric water generation (AWG) into a single hardware unit. The system utilizes an ”Anticubic” U-channel geometry with airflow velocities <2.5 m/s to minimize fan power according to the Cube Law. Key innovations include a ”Three-Stage Rocket” thermodynamic process and a ”Turbo Effect” where regenerative pre-cooling reduces compressor temperature lift (\Delta T \approx 5K), enabling practical COPs >30.
The disclosure specifically details a pressure-modulated spray nozzle matrix capable of switching between ”Flash Evaporation” (<300 µm droplets) and ”Film Wetting” modes to maximize latent heat transfer on Heresite P-413/Hydrophilic coated exchangers. The system solves historical displacement ventilation stratification (”The Bahco Problem”) via a scavenger heat exchanger (HX4) coupled to a hydronic floor loop. An integrated ”Water Ring” harvests and purifies condensate to EU Directive 2020/2184 standards, enabling decentralized potable water production for residential, commercial, and tropical applications.
Keywords:
Integrated Regenerative Energy System (IRES), ALLFROMAIR, Anticubic U-Channel, Low Lift Heat Pump, Atmospheric Water Generator (AWG), Pressure Modulated Spray Matrix, Flash Evaporation, Thermodynamic Up-Gearing, Heresite P-413, Hydrophilic Topcoat, Radiant-Assisted Displacement Ventilation, Twin-Leg Air Separation, EU Directive 2020/2184, Three-Stage Rocket Process.
Power-Efficient Speech Detection And Transcription Utilizing Cascaded Visual Triggers And Sensor Fusion, Jon Hurwitz, Yaaseen Mahomed
Power-Efficient Speech Detection And Transcription Utilizing Cascaded Visual Triggers And Sensor Fusion, Jon Hurwitz, Yaaseen Mahomed
Defensive Publications Series
Voice interaction is often the primary input modality for wearable electronic devices, such as augmented reality (AR) glasses. However, effective interaction via a voice interface can be difficult in certain common scenarios such as noisy environments, quiet environments where the wearer cannot provide audible spoken input, etc. This disclosure describes techniques that enable adaptive, multi-modal speech-to-text transcription on smart glasses using sensor fusion. The smart glasses include microphones (e.g., a microphone array), a vibration sensor (e.g., in the nose bridge), and low-power cameras that have the wearer’s lips in the field of view. Data streams from these sensors are combined …
Correcting Display Deformations Using A Thermoelectric Cooler Matrix, Kunwoo Park, Sean Terbeek, Yusuf Mohsinally, Harrison Pham
Correcting Display Deformations Using A Thermoelectric Cooler Matrix, Kunwoo Park, Sean Terbeek, Yusuf Mohsinally, Harrison Pham
Defensive Publications Series
Temperature variations in the context in which a lenticular display is deployed can result in non-uniform expansion across the display, leading to visual distortion. This disclosure describes techniques to counter non-uniform thermal expansion of a lenticular display due to temperature gradients or other environmental factors. Per the techniques, individual elements of the display are each coupled to a strain gauge and a thermoelectric cooler (TEC). Strains (thermally induced displacements) across the display are provided as input to a microcontroller unit (MCU). The MCU coordinates the matrix of TECs such that individual TECs heat or cool their regions of the display …
Policy-Compliant Generative Artificial Intelligence Deployment Using A Multimodal Critic, Xingyu Federico Xu, Khyatti Gupta, Ágoston Weisz, Felipe Tiengo Ferreira, Anca Dragan, Adilet Zhaxybay, Igor Petrovski
Policy-Compliant Generative Artificial Intelligence Deployment Using A Multimodal Critic, Xingyu Federico Xu, Khyatti Gupta, Ágoston Weisz, Felipe Tiengo Ferreira, Anca Dragan, Adilet Zhaxybay, Igor Petrovski
Defensive Publications Series
Generative AI service providers provide access to image generation tools under contractual terms and conditions that require that such tools are used in a compliant way. GenAI service providers can implement guardrails and safety mechanisms to ensure compliance with their terms and conditions, and applicable regulations. However, it is possible for users to bypass such mechanisms and cause a genAI model to generate images that violate the policies of the service provider and/or applicable regulations. This disclosure describes a vision language model (VLM) that detects AI-generated images that violate specified policies. Using preamble-based policy guidelines, the VLM analyzes a generated …
Rack Thermal Topography Gans, N/A
Rack Thermal Topography Gans, N/A
Defensive Publications Series
The technology relates to a framework for designing the thermal layout of compute resource racks to proactively mitigate heat concentration zones and optimize cooling efficiency. The framework utilizes an artificial intelligence (AI) model, specifically a generative adversarial network (GAN), to automate the layout design process. The generative network is configured to ingest physical and operational constraints and produce a simulated layout. The initial layout estimation is then verified by a discriminator network, which acts as a neural network approximation of fluid dynamics, providing a closed-loop feedback mechanism to refine the generated result. The framework allows for the exploration of a …
Deterministic Workflow Generation From Ai-Generated Prototypes, Wai Tai
Deterministic Workflow Generation From Ai-Generated Prototypes, Wai Tai
Defensive Publications Series
Generative artificial intelligence (AI) tools can accelerate workflow prototyping but remain inherently unreliable — the same prompt can yield inconsistent, incomplete, or broken outputs. Proposed herein is an innovation that bridges the gap between AI prototyping and production-grade automation by capturing validated “golden outputs,” extracting them into reusable briefs ("golden briefs"), and regenerating workflows deterministically through template-aware automation. Layered validation, including schema compliance, simulation with golden inputs, and regression testing ensures that every workflow produced is correct, reproducible, and ready for production deployment.