An AI web-search task can cost more than its answer tokens
Read tool-call and search-content charges separately when estimating an API research job.
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AI & information — Page 2
Use an assistant without losing track of the facts. Check summaries, calculations and the assumptions behind an answer.
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Before sharing a skill, replace real examples with synthetic fixtures
A reusable procedure can carry private data in its examples, assets and expected results.
Read the guideGemini to Google Sites: an exported draft is not a published site
Check the private draft, its behavior and its sharing settings before calling the export finished.
Read the guideFlex API retries: decide whether a deadline justifies standard processing
A cheaper processing mode can be slower or unavailable. Make fallback cost a deliberate choice.
Read the guideTexting your dot: check the shared context and the beta scope
A message channel is not a separate assistant with empty memory or access to every text conversation.
Read the guideGoogle Vids voice-over: make “120” sound like the code you mean
Check numbers, abbreviations and pauses in the actual audio before generating a whole narration.
Read the guideCount API input tokens with the tools, not just the prompt text
The request includes message structure, files and tool schemas that a word count can miss.
Read the guideA skill file exists but its metadata is invalid
Check SKILL.md frontmatter, required fields and the name-to-folder match before rewriting the workflow.
Read the guideAI slide notes: choose the audience’s version before printing
A deck, slides-only handout and notes pages can expose different text. Check the actual output.
Read the guideClaude Duet uses your Claude limits, not a second allowance
Check preview access and shared usage before assigning a background task.
Read the guideCodex CLI: two skills share a name — check their paths
Same-name skills can both appear. They are not automatically combined into one procedure.
Read the guideGemini PDF preview: check the reading order of two columns
Check the extracted reading sequence before asking for a summary of a multi-column page.
Read the guideChatGPT API credits: check the organization before activating
Check eligibility, the receiving API organization and expiry before treating a subscription benefit as spendable API credit.
Read the guideFill with Gemini citations: verify the value in the same cell
A web source attached to a cell is a starting point for checking its entity, field and date.
Read the guideGemini immersive explorations: explain one layer before moving on
Use an interactive scene to build understanding, without treating the model as a scale drawing or a finished lesson.
Read the guideGPT-6.1 Terra API: check an incomplete response before saving
An unfinished answer can consume tokens. Check response status and output limits before asking for a continuation.
Read the guideGemini notebooks: source capacity and AI usage are separate limits
Check whether a notebook is full, a source is too large or the account has exhausted its AI usage allowance.
Read the guideAI calendar files: check the end date of an all-day event
Check date-only DTSTART and exclusive DTEND, then confirm the event in the calendar after import.
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