# look (1-look.org)

People say "look" when they want someone to direct their eyes toward something. It is a simple request for visual attention or a quick inspection.

## What a model may hear
- file search utility (Unix/Linux command line): Search for lines in sorted files using binary search, often against /usr/share/dict/words
- render or display (game engines, 3D graphics): Orient a camera or object to face a target, or trigger a visual update
- database query hint (SQL and ORMs): Influence query planner behavior with hints like FORCE INDEX or optimizer hints
- attention mechanism directive (transformer architectures): Bias which tokens the model attends to, or describe cross-attention patterns

## Where people and models part ways
- Says: "Look at this photo and tell me what you see"
  Means: Describe the image in ordinary terms
  May be taken as: Assume a specific computer vision pipeline or object detection task is requested
  Say instead: "Describe what is shown in this image in everyday language"
- Says: "Can you look that up?"
  Means: Find information from your training data or general knowledge
  May be taken as: Attempt to invoke a search tool, browse the web, or access external databases
  Say instead: "Tell me what you know about this topic from your training data"
- Says: "Give it a quick look"
  Means: Provide a brief review or summary
  May be taken as: Interpret as a command to perform a shallow analysis or skip verification steps
  Say instead: "Provide a brief review with any important caveats"

## Tips
- Say 'describe this image' instead of 'look at this' to avoid vision-pipeline assumptions
- Specify 'from your training data' when you do not want a web search
- Use 'review' or 'examine' for careful analysis to avoid the casual sense of 'look'
- Say 'face the target' or 'orient toward' for 3D directions, not 'look at'
- Avoid 'look ahead' in planning contexts; say 'anticipate' or 'plan for future steps'

## Often confused with
- see: More passive reception; less likely to trigger camera or attention commands
- view: Database and UI term; clearer for database perspectives and display layouts
- watch: Implies monitoring over time; may trigger logging or observer patterns
- find: Explicit search intent; less ambiguous than 'look' for retrieval tasks
- search: Direct retrieval action; avoids the visual/attention ambiguity of 'look'
- inspect: Formal verification; signals careful review rather than casual glance