US 2026/0310708 A1 · Human-Machine Knowledge Experience (KX) AI Support and Evaluation System with Contribution Tracking

Abstract

An AI-assisted writing and evaluation system provides full generative AI support to a human writer while tracking the source of contributions to ensure transparency and accountability. The system defines a knowledge frame with a task orientation, an evaluation rubric, and an optional knowledge base, configured by a knowledge administrator. A knowledge creator (human user) works within a content editor, calling on an AI helper for suggestions and improvements. Contextual AI instrumentation logs user keystrokes, edits, and AI interactions in real time, attributing each segment of content as human- or AI-generated. Using this detailed activity log, the system evaluates the completed work against the mix of human vs. AI contribution. It produces a quantitative measure of the human's original effort (versus AI assistance) and qualitative feedback explaining the evaluation. This approach allows users to leverage AI assistance verifiably distinguishing the user's own cognitive work from AI contributions.

Claims16

Dependent claims

An AI-assisted writing system, comprising:

a user interface module configured to receive text and multimodal inputs, including images,
video, and audio, from a human creator and to present an editing workspace with real-time feedback and progress analysis;
a Generative AI engine operable to produce context-relevant writing suggestions and automated reviews in response to the content in the workspace and a domain-specific knowledge base;
a contribution tracking module (Contextual AI) configured to log, in real time, each segment of content in the workspace with metadata indicating its source or origin (human-entered, AI-suggested, or externally sourced), and to dynamically update said metadata when the human creator modifies AI-suggested content, using contextual activity data including keystrokes, mouse actions, edits, time spent, and the frequency and nature of AI tool usage;
and
a display module configured to render the document to the human creator and, upon request, visually indicate the origin of each portion of content using color-coding or annotations to distinguish between human-written, AI-generated, and externally sourced text.

3 more elements

A method of supporting human knowledge creation with AI assistance while distinguishing contributions, the method comprising the steps of:

defining a set of user roles in a knowledge experience system, including an administrator to configure the system, a creator to develop content, and a reviewer to evaluate the work;
providing a KX Administrator subsystem for the administrator role to establish a knowledge frame for a project, including setting task objectives, configuring AI assistance parameters, creating or selecting an evaluation rubric with weighted criteria, and supplying a domain-specific knowledge base processed for retrieval-augmented generation or cache-augmented generation;
providing a KX Creator subsystem for the creator role, wherein the creator composes content with on-demand AI assistance, and the system logs all actions and contributions in a real-time activity record;
providing a KX Validator subsystem for the reviewer/evaluator role, to evaluate the completed content using the rubric, generating quantitative scores and qualitative feedback from AI and human reviewers, and producing a contribution report detailing human versus AI inputs;
and
offering the option to dynamically maintain a Zone of Proximal Knowledge (ZPK) profile for the creator by analyzing past interactions and performance via machine learning, adapting AI suggestions to the creator's knowledge level to optimize learning and productivity.

3 more elements

Dependencies are inferred from the claim text.

Human-Machine Knowledge Experience (KX) AI Support and Evaluation System with Contribution Tracking

Life of this patent

Human-Machine Knowledge Experience (KX) AI Support and Evaluation System with Contribution Tracking

Life of this patent

Abstract

Claims16