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In a World of Dramatic Change, How Should Humanities Workers Better Use AI?

In a rapidly changing landscape, humanities professionals are increasingly turning to AI not as a magic solution, but as a practical tool integrated into their research, writing workflows. This guide outlines key principles for effectively using AI, moving beyond simple "prompts" to a systematic, controllable methodology. The approach is built on three core tenets: processes must be traceable, verifiable, and supervised; the user must remain in control; and the final output must be something the creator is willing to sign their name to. Key principles include: * **Treat AI as a workbench, not a wish-granter:** Clearly define tasks, audiences, and standards instead of making vague requests. * **You are the responsible agent:** Provide clear context, constraints, and executable steps. Dissatisfaction often stems from unclear instructions, not AI failure. * **Compare multiple models:** Different AIs have different strengths (writing, reasoning, coding); use them like a team. * **Manage expectations:** Assume AI has the knowledge level of a top undergraduate; provide examples and standards for specialized tasks. * **Break tasks into steps:** A white-box process of small, reliable steps is better than a single, error-prone black-box request. * **Industrialize first, then automate:** Define and structure your workflow into reproducible steps before assigning sub-tasks to AI. * **Anticipate AI's laziness:** Remove format barriers (e.g., clean text from PDFs/websites) to focus its effort on comprehension. * **Prioritize compression over expansion:** It's more reliable to condense large amounts of provided material than to ask AI to generate content from little context. * **Iterate on the pipeline, not the output:** Aim for a system that consistently produces good-enough drafts (e.g., 75/100) rather than manually perfecting each result. * **Generate quantity to find quality:** Request multiple versions (e.g., 5 summaries, 50 headlines) to combat mediocrity and discover excellent samples. * **Act as a head chef:** Provide clear feedback for revisions instead of rewriting the output yourself. The ultimate quality of work depends on **materials × taste**. AI enhances interaction with materials, but genuine research, unique sources, and cultivated judgment remain irreplaceable. The goal is to replace anxiety with practical skill by engineering tasks, making processes transparent, and integrating AI as a verb within a credible,署名-worthy creative process.

marsbit03/05 05:20

In a World of Dramatic Change, How Should Humanities Workers Better Use AI?

marsbit03/05 05:20

Afraid of Wasting 8 Years in Crypto? How to Find a Successful Life?

The Truth About Crypto Success: What Really Leads to Wealth and Freedom Most people enter crypto chasing symbols of success—Bitcoin, luxury cars, cash stacks, and freedom—but these are only the end results. True success isn’t about luck or quick wins; it’s built through discipline, patience, and a deep understanding of the market. Key insights include: 1. The first victory is mental, not financial: wealth comes from understanding narratives, liquidity flows, and human behavior, not gambling. 2. The game rewards observers, not reactive traders. Winners act slowly, observe patiently, and strike with conviction. 3. You can’t “copy trade” a mindset: success requires personal discipline, emotional control, and conviction. 4. The biggest advantage is survival: staying in the game long enough to capture asymmetric opportunities. 5. True wealth comes from noticing overlooked information—developer activity, early liquidity moves, policy shifts, and narrative cycles. 6. Freedom isn’t bought—it’s built through the realization that you no longer trade time for money. 7. Most fail because they seek shortcuts, not mastery. Consistency in learning, tracking, and waiting separates winners from the crowd. 8. The choice defines the outcome: are you here to gamble or to build? Crypto offers a path to redesign your life through understanding and discipline—not miracles. Real wealth grows silently through focused effort, not hype.

深潮12/10 07:25

Afraid of Wasting 8 Years in Crypto? How to Find a Successful Life?

深潮12/10 07:25

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