
Check Which Spreadsheet Rows AI Actually Analyzed
A correct-looking total can come from the wrong rows. Use record IDs, inclusion rules, and a two-table exercise to check an AI spreadsheet answer.
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أدلة عملية، وأفكار للتعلم، وتحديثات المنتج من AILesson.

A correct-looking total can come from the wrong rows. Use record IDs, inclusion rules, and a two-table exercise to check an AI spreadsheet answer.
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Compare three fictional print quotes on the same quantity and delivery requirement. Keep unpriced services unresolved instead of inventing a winner.
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Separate Skill discovery, selection, loading, and execution. Use a minimal weekly-report example and a documented Claude Code setup to locate the failure.
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Compare an actual recolor edit with a new generation of the same described pouch. Choose by the details you need to retain, then inspect the result.
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Give feedback on a specific reader, request, and sentence. Work through an email revision that keeps the facts while removing empty formality.
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Turn a dense room-selection slide into a checkable decision page. Keep the booking condition visible and move supporting detail into speaker notes.
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Build a small weekly-report test set with missing facts and nearby tasks. Check source fidelity separately from whether the assistant loaded the Skill.
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Separate missing source access from missed conditions and unsupported conclusions. Try a short document exercise before trusting a long report summary.
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Use a real poster revision to check dates, capacity, and unchanged wording. Choose a repair method by how much text and artwork must remain fixed.
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Use a six-row registration example to set cleaning rules, preserve unresolved dates, and check exactly which records an AI assistant changed.
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Compare source-grounded notebook chat with a reusable ChatGPT project using the same three documents and questions. Gemini Notebook was formerly NotebookLM.
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Sort finished work, work in progress, blockers, and unconfirmed plans before asking AI to draft a weekly update you can check.
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A formula can calculate cleanly and still leave out a new row. Use a four-row example to find the missing range and check the repaired total.
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Choose the images that define the subject, layout, or visual style before generating a product photo, event poster, or illustration.
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See what changes when a scanned page becomes text, a structured document, and finally a business record—and why each output needs a different check.
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Use a short report to plan a decision-focused slide deck, then check the facts and make sure the PowerPoint file can still be edited.
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Turn recurring reporting rules into a small Agent Skill while keeping each week's facts separate. Use a complete SKILL.md and check the draft against its source notes.
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قارن GPT وClaude وGemini وDeepSeek في كتابة الأعمال، واستخدم تكليفًا ثابتًا لتقييم دقة الحقائق وفائدة التعديلات وتكلفة كل مسودة معتمدة.
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قارن GPT وGemini وClaude في استخراج الحقول من النص، واستخدم مثال طلب للفصل بين JSON صالح وقيم صحيحة ومعلومات مفقودة.
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Compare file-based analysis with in-workbook AI editing. Use the same stock table to check reading, formulas, saved changes, and recalculation before choosing a workflow.
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Use a worked email to preserve the decision, deadline, attachment, and fallback while cutting background. Check what the recipient would actually do next.
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قارن واجهات فيديو Gemini Omni Flash وVeo وRunway بحسب ضوابط الإدخال والتكلفة، واحسب تكلفة المقاطع الصالحة مع المراجع والصوت وإعادة المحاولة.
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Turn messy meeting notes into actions with source references. Preserve corrections, distinguish proposals from commitments, and leave unknown owners or dates unresolved.
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A real link can accompany an overstated conclusion. Follow a writing-study example to check the source, measure, scope, and wording before reusing a claim.
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