Augmentation
Augmentation is the use of tools, information, or technology to extend capabilities or improve performance without fully replacing the participant’s involvement.
The Art of AI Product Development
Augmentation is the use of technology to enhance a person's capabilities or performance without fully replacing their involvement.
- How it is used
- Positions augmentation as an AI opportunity for improving user work without making automation the only goal.
- How deep it goes
- Develops task selection through value, feasibility, desirability, and MVP scope; stops short of implementation details.
- Examples
- Uses sustainability-report composition and a music-streaming opportunity tree to make candidate improvements concrete.
- What you can do after
- Evaluate/understand augmentation opportunities by comparing user value, feasibility, and desirability, then preserving user control over AI outputs.
Read how The Art of AI Product Development explains augmentation →
Introduction to Generative AI, Second Edition
Augmentation is the use of technology to enhance human capabilities rather than replace human participation.
- How it is used
- Frames AI deployment as collaboration with workers rather than labor substitution.
- How deep it goes
- Defines the collaboration principle and contrasts its economic risks with automation, without implementation details.
- Examples
- Uses knowledge work, AI tool use, worker access and skills, and skilled trades to illustrate uneven effects.
- What you can do after
- Evaluate AI work systems by comparing collaboration, replacement, productivity gains, worker risks, and distributional effects.
Read how Introduction to Generative AI, Second Edition explains augmentation →
Related concepts
- DSPyused by · DSPy is a Python framework for declaratively programming, composing, evaluating, and optimizing language-model applications and pipelines.
- use caseused by · A use case is a description of a situation or interaction in which a system, method, or capability is applied to achieve or support a goal or outcome.
- job losscontrasts with · Job loss is the ending or substantial reduction of a person’s employment or employment opportunities due to technological, economic, organizational, or other changes.
- accuracyproduces · Accuracy is the degree to which an output, prediction, or measurement agrees with a correct or reference outcome under a specified criterion.
- opportunitykind of · An opportunity is a prospective favorable possibility or circumstance that can support progress toward an objective or create value.
- multi-step reasoningpart of · Multi-step reasoning derives a conclusion, solution, or decision through multiple connected intermediate inferential or problem-solving steps.
These guides are generated from the text of Manning books by Manning's knowledge graph and link to the sections they draw on. The full books are available on liveBook and at manning.com.