Alignment
Alignment is the condition or process of arranging, adjusting, or coordinating elements so they correspond to one another or meet a reference, constraint, or objective.
Design for Developers
A visual design principle that positions elements along shared edges, axes, or guides.
- How it is used
- Establishes page structure and relationships between content while building visual hierarchy for web layouts.
- How deep it goes
- Defines edge, center, group, and text alignment, relating the principle to CSS Grid and Flexbox without implementation detail.
- Examples
- Contrasts mixed and consistent component alignment and compares centered versus left-aligned hotel-card content.
- What you can do after
- Evaluate/understand how shared alignment lines create order, cohesion, and readable relationships in a page layout.
Delivering Machine Learning Projects: From design to deployment
Alignment is the correspondence between a system's behavior, control mechanisms, and the goals and values of the humans responsible for it.
- How it is used
- Frames human control, monitoring, harm assessment, and release decisions as requirements for responsible system deployment.
- How deep it goes
- Connects alignment to control, reporting, monitoring, and stakeholder harms without specifying technical control algorithms.
- Examples
- Uses facial recognition, generative art, and generative text to compare harms from intended and unintended system behavior.
- What you can do after
- Evaluate/understand who controls a system, how its behavior is surfaced, and which mitigations may be needed before release.
Read how Delivering Machine Learning Projects: From design to deployment explains alignment →
Tech Startup Toolkit
Team alignment is a shared understanding of objectives, priorities, and coordinated responsibilities among members of an organization.
- How it is used
- Uses shared goals and coordinated responsibilities to keep startup functions moving toward the same strategy.
- How deep it goes
- Defines alignment, explains its startup failure costs, and gives three management practices plus remote-work tactics.
- Examples
- Uses a rowing crew, startup functions, weekly all-hands meetings, team celebrations, and Google Meet and Slack.
- What you can do after
- Apply it by communicating strategy, checking role understanding, strengthening cross-team trust, and coordinating functional plans.
Reinforcement Learning from Human Feedback
Alignment is the process of shaping a model's behavior and outputs to conform to desired human or task-related objectives.
- How it is used
- Positions RLHF as a post-training method for shaping language-model behavior toward human preferences and broader societal needs.
- How deep it goes
- Maps alignment onto the SFT, reward-model, and RLHF pipeline, then examines proxy failure through sycophancy and over-optimization.
- Examples
- Uses instruction following, summarization, dialogue, question answering, citation-supported answers, trajectory comparisons, and sycophantic validation.
- What you can do after
- Evaluate alignment trade-offs by tracing preference signals through reward models and identifying when optimization produces sycophancy or other misalignment.
Read how Reinforcement Learning from Human Feedback explains alignment →
Related concepts
- paddingaddressed by · Padding is the addition of extra space, values, or data around or within a structure to satisfy size, alignment, layout, or processing requirements.
- center alignmentincludes · An alignment mode that positions content around the central axis of its alignment context.
- edge alignmentincludes · An alignment mode in which elements are positioned along the top, bottom, left, or right edge of a composition.
- performance managementproduced by · Performance management is the process of supporting employee performance through expectations, assistance, feedback, and improvement.
- strategyuses · A strategy is a planned approach for achieving objectives through coordinated choices, priorities, and actions.
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