AI ื›ื‘ืจ ืžื ื™ืข ืืช ื”ืชืงืฉื•ืจืช ื”ื™ื•ืžื™ื•ืžื™ืช ื‘ืžืงื•ื ื”ืขื‘ื•ื“ื”

ืจื•ื‘ ืื ืฉื™ ื”ืžืงืฆื•ืข ื‘ืขื‘ื•ื“ื•ืช ืžืฉืจื“ื™ื•ืช ื›ื‘ืจ ืžืฉืชืžืฉื™ื ื‘-AI ื‘ืื•ืคืŸ ืงื‘ื•ืข ื›ื“ื™ ืœื›ืชื•ื‘, ืœืขืจื•ืš, ืœื‘ืฆืข ื”ื’ื”ื”, ืœืกื›ื, ืœืชืžืœืœ ื•ืœืชืจื’ื. ื”ื ืžื ืกื—ื™ื ืžื™ื™ืœื™ื, ืžืกื›ืžื™ื ืฉื™ื—ื•ืช, ื™ื•ืฆืจื™ื ืžืกืžื›ื™ื, ืžื›ื™ื ื™ื ื ืงื•ื“ื•ืช ืœืฉื™ื—ื”, ืžืชืจื’ืœื™ื ืฉื™ื—ื•ืช, ืžืฉืชืชืคื™ื ื‘ืคื’ื™ืฉื•ืช ืขื ืชืจื’ื•ื AI ื•ืงื•ืจืื™ื ืกื™ื›ื•ืžื™ ื™ืฉื™ื‘ื•ืช ืฉื ื•ืฆืจื• ื‘ืืžืฆืขื•ืช AI. ื’ื ืื ื”ืื•ื˜ื•ืžืฆื™ื” ืฉืœ ื›ืชื™ื‘ื” ืžืชืงื“ืžืช ืžื”ืจ ื™ื•ืชืจ ืžื–ื• ืฉืœ ืื™ื ื˜ืจืืงืฆื™ื•ืช ื—ื™ื•ืช ื•ืžื“ื•ื‘ืจื•ืช, ื”ื”ื™ืงืฃ ื”ืจื—ื‘ ืฉืœ ืชืงืฉื•ืจืช ื‘ืกื™ื•ืข AI ืžื›ื ื™ืก ื—ื‘ืจื•ืช ืœื˜ืจื™ื˜ื•ืจื™ื” ื—ื“ืฉื” ื•ืœื ืžื•ื›ืจืช.

ื–ื” ืงื•ืจื” ื‘ื›ืœ ืจืžื•ืช ื”ืืจื’ื•ืŸ. ืžื ื”ืœื™ื ื‘ื›ื™ืจื™ื ืžืฉืชืžืฉื™ื ื‘-AI ื›ื“ื™ ืœื“ื•ืŸ ื‘ืืกื˜ืจื˜ื’ื™ื”, ืœื™ื™ืฉืจ ืงื• ืขื ื”ื ื”ืœื” ื‘ื›ื™ืจื”, ืœืชืงืฉืจ ืชื•ื›ื ื™ื•ืช ืชืคืขื•ืœื™ื•ืช ื•ืœื”ื›ื™ืŸ ื”ืชื‘ื˜ืื•ื™ื•ืช ืคื•ืžื‘ื™ื•ืช. ืžื ื”ืœื™ื ืžืฉืชืžืฉื™ื ื‘ื• ื›ื“ื™ ืœื”ืชื›ื•ื ืŸ ืœืฉื™ื—ื•ืช ืžืฉื•ื‘ ืžื•ืจื›ื‘ื•ืช, ืœืกื›ื ื“ื™ื•ื ื™ ืคืจื•ื™ืงื˜ื™ื ื•ืœื ืกื— ืžืกืจื™ื ืœืœืงื•ื—ื•ืช. ื—ื‘ืจื™ ืฆื•ื•ืช ื ืขื–ืจื™ื ื‘ื• ื›ื“ื™ ืœื“ื•ื•ื— ืœืžืžื•ื ื™ื ื•ืœื”ืชื—ื‘ืจ ื‘ื™ืŸ ืื–ื•ืจื™ื ื•ืžื“ื™ื ื•ืช. ื‘ื›ืœ ื”ืžืงืจื™ื, ื›ืืฉืจ ืจื’ืฉื•ืช, ืืžื•ืŸ ืื• ืขืžื™ืžื•ืช ื ื›ื ืกื™ื ืœืชืžื•ื ื”, ื”ืชืงืฉื•ืจืช ืขื“ื™ื™ืŸ ื“ื•ืจืฉืช ืฉื™ืงื•ืœ ื“ืขืช ืื ื•ืฉื™.

ืžื“ื“ ื”-AI ืฉืœ Stanford ืœืฉื ืช 2026 ืžื“ื•ื•ื— ื›ื™ 58% ืžื”ืขื•ื‘ื“ื™ื ื‘ืขื•ืœื ื”ืฉืชืžืฉื• ื‘-AI ื‘ืขื‘ื•ื“ื” ื‘ืื•ืคืŸ ืงื‘ื•ืข ืื• ื—ืฆื™-ืงื‘ื•ืข. ืžื—ืงืจ ืฉื”ืชื‘ืกืก ืขืœ 5.5 ืžื™ืœื™ื•ืŸ ืื™ื ื˜ืจืืงืฆื™ื•ืช ืขื Microsoft Copilot ืžื“ืจื’ ืชืงืฉื•ืจืช ืคื ื™ืžื™ืช ื•ื—ื™ืฆื•ื ื™ืช ื‘ื™ืŸ ื”ืฉื™ืžื•ืฉื™ื ื”ื ืคื•ืฆื™ื ื‘ื™ื•ืชืจ ื‘-AI, ื›ืืฉืจ ื›ืชื™ื‘ื” ื•ืขืจื™ื›ื” ื”ืŸ ื”ืžืฉื™ืžื•ืช ื”ื“ื•ืžื™ื ื ื˜ื™ื•ืช.

ืขื‘ื•ืจ ืืจื’ื•ื ื™ื ื‘ื›ืœ ืขื ืฃ, ื•ื‘ืžื™ื•ื—ื“ ืขื‘ื•ืจ ืืจื’ื•ื ื™ื ืฉืคื•ืขืœื™ื ื‘ืžืกืคืจ ืฉืคื•ืช, ืžื“ื•ื‘ืจ ื‘ื™ืชืจื•ืŸ ืžืฉืžืขื•ืชื™ ืฉื™ื›ื•ืœ ืœื”ืกื™ืจ ื—ื™ื›ื•ื›ื™ื ืฉืคื’ืขื• ื‘ืขื‘ืจ ื‘ืฉื™ืชื•ืฃ ืคืขื•ืœื” ื•ื‘ืžื”ื™ืจื•ืช ืงื‘ืœืช ื”ื”ื—ืœื˜ื•ืช. ื—ืกืžื™ ื”ืžื”ื™ืจื•ืช ื•ื”ืขืœื•ืช ื ืžื•ื›ื™ื ื›ื™ื•ื ืžืื™ ืคืขื. ืื•ืœื ืขื•ื‘ื“ื” ื–ื• ืœื‘ื“ื” ืื™ื ื” ืžื‘ื˜ื™ื—ื” ืชืงืฉื•ืจืช ื˜ื•ื‘ื” ื™ื•ืชืจ.

A graph showing the top 10 goals people have when using Copilot, with editing written materials or documents being the most common at 22%.

ืœืžืจื•ืช ืฉื”ื ืชื•ื ื™ื ืžื•ื’ื‘ืœื™ื ืœ-Microsoft Copilot, ื”ืชืžื•ื ื” ื‘ืจื•ืจื”: ืื ืฉื™ ืžืงืฆื•ืข ืžืฉืชืžืฉื™ื ื‘-AI ื›ื“ื™ ืœื”ืคื•ืš ืชื”ืœื™ื›ื™ ืชืงืฉื•ืจืช ืงืจื™ื˜ื™ื™ื ืœืื•ื˜ื•ืžื˜ื™ื™ื, ืœืจื‘ื•ืช ื”ืื•ืคืŸ ืฉื‘ื• ื”ื ืžืฉืชืคื™ื ืชื•ื›ื ื™ื•ืช ืชืคืขื•ืœื™ื•ืช ื•ืคืจื˜ื™ ืคืจื•ื™ืงื˜ื™ื ืขื ืขืžื™ืชื™ื ื•ืœืงื•ื—ื•ืช.

A chart showing that Copilot is used most often for higher-level cognitive and communication tasks, especially decision-making and problem-solving, rather than primarily for technical computer interactions.

ืชืงืฉื•ืจืช ืขื ืขืžื™ืชื™ื, ืžื ื”ืœื™ื ืื• ืฉื•ืชืคื™ื ื”ื™ื ื‘ื™ืŸ ืžืฉื™ืžื•ืช Copilot ื”ื ืคื•ืฆื•ืช ื‘ื™ื•ืชืจ. ืชื™ืขื•ื“, ื”ื—ืœืคืช ืžื™ื“ืข ื•ืคื™ืจื•ืฉื•, ื•ื›ืŸ ืžืชืŸ ื™ื™ืขื•ืฅ ืœืื—ืจื™ื, ื”ืคื›ื• ืœืžืฉื™ืžื•ืช AI ืžืจื›ื–ื™ื•ืช. ืืš ื”ืื ืืจื’ื•ื ื™ื ืžื•ื“ืขื™ื ืœื”ืฉืœื›ื•ืช?

ื”ืฉื™ืžื•ืฉ ื‘-AI ื ืชืคืก ื‘ื˜ืขื•ืช ื›ื‘ืฉืœื•ืช ืชืงืฉื•ืจืชื™ืช

ืžื“ื“ื™ื ื’ืœื•ื‘ืœื™ื™ื ืžืกืคืจื™ื ืกื™ืคื•ืจ ื—ืฉื•ื‘ ื ื•ืกืฃ: ื‘ืขื•ื“ ืฉืจื•ื‘ ืื ืฉื™ ื”ืžืงืฆื•ืข ืžื•ื›ื ื™ื ืœืืžืฅ AI, ื”ืืจื’ื•ื ื™ื ืฉืœื”ื ืขื“ื™ื™ืŸ ืื™ื ื ืžื•ื›ื ื™ื ืœื›ืš. ืœืคื™ ืกืงืจ Gallup ื‘ื ื•ืฉื AI, ืจืง ืื—ื“ ืžื›ืœ ืืจื‘ืขื” ืขื•ื‘ื“ื™ื ื‘ืืจื”ืดื‘ ื“ื™ื•ื•ื— ืฉื”ืืจื’ื•ืŸ ืฉืœื• ื”ืฆื™ื’ ืชื•ื›ื ื™ืช AI ื‘ืจื•ืจื”.

ืžื ื”ืœื™ื ืื•ืœื™ ืกื™ืคืงื• ื’ื™ืฉื” ืœืžื•ื“ืœื™ ืฉืคื” ื’ื“ื•ืœื™ื (LLMs), ืืš ืœื ื”ื’ื“ื™ืจื• ื›ื™ืฆื“ ืืžื•ืจื” ืœื”ื™ืจืื•ืช ืชืงืฉื•ืจืช ื˜ื•ื‘ื” ื”ืžื•ื ืขืช ื‘ืืžืฆืขื•ืช AI. ื‘ื”ื™ืขื“ืจ ืคืจื•ื˜ื•ืงื•ืœื™ื, ื”ื ื ืฉืขื ื™ื ืขืœ ืื—ืจื™ื•ืช ื•ื™ื•ื–ืžื” ืื™ืฉื™ืช. ื‘ืื•ืคืŸ ืœื ืžืคืชื™ืข, ื”ืชื•ืฆืื•ืช ืื™ื ืŸ ืื—ื™ื“ื•ืช. ื—ืœืง ืžื”ืขื•ื‘ื“ื™ื ืžืคื™ืงื™ื ืžื”-AI ืชื•ืขืœืช, ืื—ืจื™ื ื ื•ืชื ื™ื ื‘ื• ืืžื•ืŸ ื™ืชืจ, ื•ืื—ืจื™ื ื“ื•ื—ื™ื ืื•ืชื• ืœื—ืœื•ื˜ื™ืŸ. ื‘ืžืฆื‘ ื”ื’ืจื•ืข ื‘ื™ื•ืชืจ, Shadow AI ืฉื™ืžื•ืฉ ื‘ื›ืœื™ื ืฉืื™ื ื ืžื•ืจืฉื™ื, ื™ื•ืฆืจ ืกื™ื›ื•ื ื™ื ื—ืžื•ืจื™ื ืœืคืจื˜ื™ื•ืช ื”ืžื™ื“ืข.

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A graph showing five levels of organizational AI maturity, based on how strong individual AI use and organizational support are, with 50% classified as โ€œEmergent.โ€

ื›ืžืขื˜ ืฉืœื™ืฉ ืžื”ืืจื’ื•ื ื™ื ื—ืกืจื™ื ื‘ืฉืœื•ืช AI, ื”ื“ื•ืจืฉืช ื”ื“ืจื›ื”, ืชื›ื ื•ืŸ ืžื—ื“ืฉ ืฉืœ ืชื”ืœื™ื›ื™ ืขื‘ื•ื“ื” ื•ืคืจื•ื˜ื•ืงื•ืœื™ื.

ืžื“ื•ืข ืขืกืงื™ื ื ืžืฆืื™ื ื‘ืžืฆื‘ ื”ื–ื”? ืžืฉื•ื ืฉื‘ืขื•ื“ ืฉื”ื”ื‘ื˜ื—ื” ืฉืœ AI ื‘ืจื•ืจื”, ื”ืกื™ื›ื•ื ื™ื ืฉืœื• ืœืขื™ืชื™ื ืงืจื•ื‘ื•ืช ืื™ื ื ืžืงื‘ืœื™ื ืžืกืคื™ืง ืชืฉื•ืžืช ืœื‘. ืžื“ื“ ื”-AI ืฉืœ Stanford ืœืฉื ืช 2026 ืžื–ื”ื™ืจ ื›ื™ ื”ืžืกื’ืจื•ืช ื”ื ื“ืจืฉื•ืช ื›ื“ื™ ืœืžืฉื•ืœ ื‘ื˜ื›ื ื•ืœื•ื’ื™ื”, ืœื”ืขืจื™ืš ืื•ืชื” ื•ืœื”ื‘ื™ืŸ ืื•ืชื” ืžืคื’ืจื•ืช ืžืื—ื•ืจ. ื›ืžื• ื‘ื˜ื›ื ื•ืœื•ื’ื™ื•ืช ืื—ืจื•ืช, ื”ืขืจื›ืช ื”ืกื™ื›ื•ื ื™ื ืžืชืงื“ืžืช ืœืื˜ ื™ื•ืชืจ ืžืคื™ืชื•ื— ื”ื™ื›ื•ืœื•ืช.

ืžื—ืงืจื™ื ืžืจืื™ื ืฉื›ืžืขื˜ ืžื—ืฆื™ืช ืžืขื•ื‘ื“ื™ ื”ืžืฉืจื“ ื‘ืืจื”ืดื‘ ืžืงื‘ืœื™ื ืžื“ื™ ื—ื•ื“ืฉ โ€œworkslopโ€, ืชื•ืฆืจ ืฉื ื•ืฆืจ ื‘ืืžืฆืขื•ืช AI, ื ืจืื” ื˜ื•ื‘ ืืš ืื™ื ื• ืžืกืคืง. ื”ื“ื‘ืจ ืขื•ืœื” ืœืืจื’ื•ื ื™ื ืžื™ืœื™ื•ื ื™ ื“ื•ืœืจื™ื ืžื“ื™ ืฉื ื”. ืืš ื”ืกื™ื›ื•ืŸ ืื™ื ื• ืจืง ืขื‘ื•ื“ื” ื—ื•ื–ืจืช. ื”ืกื™ื›ื•ืŸ ื”ืืžื™ืชื™ ื”ื•ื ื”ื—ืœื˜ื•ืช ืฉืžืชืขื›ื‘ื•ืช, ืฆื•ื•ืชื™ื ืžื‘ื•ืœื‘ืœื™ื, ืคื’ื™ืขื” ื‘ื™ื—ืกื™ ืœืงื•ื—ื•ืช, ื—ืฉื™ืคื” ืœืกื™ื›ื•ื ื™ ืฆื™ื•ืช ืื• ืื•ื‘ื“ืŸ ืืžื•ืŸ ื‘ื”ื ื”ืœื”. ืืจื’ื•ื ื™ื ืฆืจื™ื›ื™ื ืœื–ื›ื•ืจ: AI ื™ื›ื•ืœ ืœื™ื™ืฆืจ ืชืงืฉื•ืจืช, ืืš ืื™ื ื• ื™ื›ื•ืœ ืœืฉืืช ื‘ืื—ืจื™ื•ืช ืœืชื•ืฆืื•ืชื™ื”.

ืกื™ืœื‘ื™ื” ื˜ื ืฆืŸ, Head of Strategic Accounts ื‘-Berlitz ื•ื™ื•ืฆืจืช ืงื•ื ืกืคื˜ Human Code, ืขื•ืกืงืช ืจื‘ื•ืช ื‘ืฉืืœื” ื›ื™ืฆื“ ืืจื’ื•ื ื™ื ื™ื›ื•ืœื™ื ืœื™ื”ื ื•ืช ืžื”ื™ืขื™ืœื•ืช ืฉืžืฆื™ืข AI ืžื‘ืœื™ ืœื•ื•ืชืจ ืขืœ ืื•ืชื ื˜ื™ื•ืช, ืืžืคืชื™ื” ื•ืืžื•ืŸ. ืœื“ื‘ืจื™ื”, ืชืงืฉื•ืจืช ื’ื ืจื™ืช ื•ืฉื˜ื•ื—ื” ืžื‘ื—ื™ื ื” ืจื’ืฉื™ืช ืขืœื•ืœื” ืœื”ื•ื•ืช ืื™ื•ื ืžืฉืžืขื•ืชื™ ืขืœ ืืžื™ื ื•ืช ื”ืืจื’ื•ืŸ.

ืžื” ืงื•ืจื” ื›ืืฉืจ AI ืคื•ืขืœ ืœืœื ื‘ืงืจื”?

  • ืขื•ื‘ื“ ื‘ืฉื™ืจื•ืช ื”ืฆื™ื‘ื•ืจื™ ืžืฉืชืžืฉ ื‘-AI ื›ื“ื™ ืœืคืฉื˜ ืžืกืจ ืœืื–ืจื—, ื•ื‘ื˜ืขื•ืช ืžืกื™ืจ ืžื•ื ื— ืžืฉืคื˜ื™ ืงืจื™ื˜ื™.
  • ืžื ื”ืœ ืžืื‘ื“ ืืช ืืžื•ืŸ ื”ืขื•ื‘ื“ ืœืื—ืจ ืฉืฉืœื— ืžืฉื•ื‘ ื‘ื™ืฆื•ืขื™ื ืจื’ื™ืฉ ืฉื ืจืื” ื›ืื™ืœื• ื ื•ืฆืจ ื‘ืืžืฆืขื•ืช AI.
  • ืžื ื›ืดืœ ืฉื•ืœื— ืœืฉื•ืชืฃ ืžื™ื™ืœ ืฉื ื•ืฆืจ ื‘ืืžืฆืขื•ืช AI, ื ืฉืžืข ื‘ืจื•ืจ ืืš ืื™ื ื• ืขื•ื ื” ืขืœ ื”ืฉืืœื” ื”ืงืจื™ื˜ื™ืช.
  • ืฆื•ื•ืช ืžื›ื™ืจื•ืช ื™ื•ืฆืจ ื‘ืืžืฆืขื•ืช AI ืกื™ื›ื•ื ืฉืœ ื‘ืจื™ืฃ ืคืจื•ื™ืงื˜ ืืจื•ืš ื•ืฉื•ืœื— ืœืœืงื•ื— ื”ืฆืขืช ืžื—ื™ืจ ืฉื’ื•ื™ื”.
  • ืฆื•ื•ืช ืžืฉืื‘ื™ ืื ื•ืฉ ืฉื•ืœื— ืชืจื’ื•ื AI ืฉืœ ื ื•ื”ืœ, ืฉื”ื•ื ื ื›ื•ืŸ ืžื‘ื—ื™ื ื” ื“ืงื“ื•ืงื™ืช ืืš ืื™ื ื• ืžืชืื™ื ืžื‘ื—ื™ื ื” ืชืจื‘ื•ืชื™ืช, ืžืฉื•ื ืฉืื™ื ื• ืžื‘ื™ื ื‘ื—ืฉื‘ื•ืŸ ื›ื™ืฆื“ ื™ืฉื™ืจื•ืช, ื”ื™ืจืจื›ื™ื” ืื• ืื™-ื”ืกื›ืžื” ื‘ืื•ืช ืœื™ื“ื™ ื‘ื™ื˜ื•ื™ ื‘ืฉืคืช ื”ื™ืขื“.

ืจื•ื‘ ื”ื›ืฉืœื™ื ื‘ืชืงืฉื•ืจืช ืื™ื ื ืžืชืจื—ืฉื™ื ืžืฉื•ื ืฉืžืฉืคื˜ ืื™ื ื• ื ื›ื•ืŸ ืžื‘ื—ื™ื ื” ื“ืงื“ื•ืงื™ืช. ื”ื ืžืชืจื—ืฉื™ื ืžืฉื•ื ืฉืžื™ืฉื”ื• ืœื ื”ื‘ื™ืŸ ืืช ื”ื›ื•ื•ื ื”, ืคืกืคืก ืืช ื”ื”ืงืฉืจ ืื• ืœื ื–ื™ื”ื” ื›ื™ืฆื“ ื”ืžืกืจ ื™ืชืงื‘ืœ. AI ื™ื›ื•ืœ ืœื”ืื™ืฅ ืชืงืฉื•ืจืช, ืืš ืื™ื ื• ื™ื›ื•ืœ ืœืฆืคื•ืช ื‘ืื•ืคืŸ ืžืœื ืืช ื”ื“ื™ื ืžื™ืงื” ืฉืœ ืžืฉื ื•ืžืชืŸ ืžื•ืจื›ื‘, ืฉื™ื—ื” ืจื’ื™ืฉื” ืขื ืขื•ื‘ื“ ืื• ืื™-ื”ื‘ื ื” ื‘ื™ืŸ-ืชืจื‘ื•ืชื™ืช.

ืืจื’ื•ื ื™ื ืฆืจื™ื›ื™ื ืœืขื‘ื•ืจ ืžืื™ืžื•ืฅ ื›ืœื™ื ืœืชื›ื ื•ืŸ ืชืงืฉื•ืจืช

ื”ืฉืืœื” ืื™ื ื” ื”ืื ืืจื’ื•ื ื™ื ืฆืจื™ื›ื™ื ืœื”ืฉืชืžืฉ ื‘-AI ืœืฆื•ืจื›ื™ ืชืงืฉื•ืจืช. ื”ื ื›ื‘ืจ ืขื•ืฉื™ื ื–ืืช. ื”ืฉืืœื” ื”ืืžื™ืชื™ืช, ื›ืžื• ื‘ื›ืœ ื˜ื›ื ื•ืœื•ื’ื™ื”, ื”ื™ื ื”ืื ื”ื ื™ื•ื“ืขื™ื ืœื”ืขืจื™ืš ืื•ืชื• ื‘ืื•ืคืŸ ื‘ื™ืงื•ืจืชื™ ื•ืœืชื›ื ืŸ ืืช ื”ืฉื™ืžื•ืฉ ื‘ื• ื‘ืื•ืคืŸ ืžื›ื•ื•ืŸ. ืื™ื–ื• ืฉื›ื‘ื” ื‘ืชืงืฉื•ืจืช ื”ื ืžื ืกื™ื ืœื”ืคื•ืš ืœืื•ื˜ื•ืžื˜ื™ืช, ื™ืฆื™ืจื”, ืชืจื’ื•ื, ืคืจืฉื ื•ืช ืื• ืชื™ื•ื•ืš? ืื™ืœื• ืชื”ืœื™ื›ื™ ืขื‘ื•ื“ื”, ืชืงื ื™ ืื™ื›ื•ืช ื•ืžื ื’ื ื•ื ื™ ื”ื’ื ื” ื ื“ืจืฉื™ื?

ื’ื™ืฉื” ืฉืžืžื•ืงื“ืช ื‘ื›ืœื™ื ื‘ืœื‘ื“ ืชื—ื˜ื™ื ืืช ื”ืžื˜ืจื”. ื›ืืฉืจ ืืจื’ื•ื ื™ื ืžืชื›ื ื ื™ื ืืช ื”ืชืงืฉื•ืจืช ืฉืœื”ื, ื”ื ืœืขื™ืชื™ื ืžืฆืžืฆืžื™ื ืื•ืชื” ืœื›ืžื” ื˜ืงืกื™ื ืงื‘ื•ืขื™ื ื•ืœืžืขืจื›ืช ื›ืœื™ื. ื‘ืžืงื•ื ื–ืืช, ืขืœื™ื”ื ืœื”ืชื™ื™ื—ืก ืœืชืงืฉื•ืจืช ื›ืฉื™ืœื•ื‘ ืฉืœ ื›ื™ืฉื•ืจื™ื, ื”ืงืฉืจื™ื, ืชื”ืœื™ื›ื™ ืขื‘ื•ื“ื” ื•ื ื•ืจืžื•ืช ืฉืงื•ื‘ืขื™ื ื›ื™ืฆื“ ื ื•ืฆืจืช ืžืฉืžืขื•ืช ื‘ืชื•ืš ื”ืืจื’ื•ืŸ ื•ืžื—ื•ืฆื” ืœื•. ืขื‘ื•ืจ ื˜ื ืฆืŸ, ื–ื”ื• ื’ื ื—ืœืง ื‘ืœืชื™ ื ืคืจื“ ืžื”ืชืจื‘ื•ืช ื”ืืจื’ื•ื ื™ืช.

ื‘ืขื™ื“ืŸ ื”-AI, ืฆื•ื•ืชื™ื ื–ืงื•ืงื™ื ืœืžืขืจื›ืช ืฉืžื’ื“ื™ืจื” ื›ื™ืฆื“ ืžืกืจื™ื ื ื•ืฆืจื™ื, ืžืคื•ืจืฉื™ื, ืžืื•ืžืชื™ื, ืžืฉื•ืชืคื™ื ื•ืžื•ื‘ื™ืœื™ื ืœืคืขื•ืœื”. ื›ืชื™ื‘ืช ืžื™ื™ืœ ืื• ื”ืฆืขืช ืžื›ื™ืจื” ื›ื‘ืจ ืื™ื ื” ืฆื•ื•ืืจ ื”ื‘ืงื‘ื•ืง. ื”ื”ื—ืœื˜ื” ืžื” ืžื“ื•ื™ืง, ืžืชืื™ื, ืืžื™ืŸ ื•ืจืื•ื™ ืœืฉืœื™ื—ื” ื”ืคื›ื” ืœืžืฉื™ืžื” ื”ืงืฉื” ื™ื•ืชืจ. ื•ื›ืืŸ ืฉื™ืงื•ืœ ื”ื“ืขืช ื”ื•ืคืš ืœื‘ืขืœ ืขืจืš ืขืฆื•ื.

ื’ื™ืฉืช Human-in-the-loop ื”ืคื›ื” ืœืžืจื›ื–ื™ืช ื‘ืฉื™ืชื•ืฃ ื”ืคืขื•ืœื” ื‘ื™ืŸ ื‘ื ื™ ืื“ื ืœ-AI, ืืš ื”ื™ื ืžืฉืื™ืจื” ืฉืืœื” ืงืจื™ื˜ื™ืช ืœืœื ืžืขื ื”: ื›ื™ืฆื“ ืžื›ืฉื™ืจื™ื ืืช ื”ืื ืฉื™ื ืฉืžืืฉืจื™ื ืืช ื”ืชื•ืฆืจื™ื? ืื™ืœื• ื—ื•ื•ื™ื•ืช, ืžื™ื•ืžื ื•ื™ื•ืช ื•ื”ื ื—ื™ื•ืช ืขื•ื–ืจื•ืช ืœืื ืฉื™ ืžืงืฆื•ืข ืœืคืชื— ืฉื™ืงื•ืœ ื“ืขืช? ืœืœื ื”ื›ืฉืจื” ืžื›ื•ื•ื ืช, ื”ืกืชืžื›ื•ืช ื™ืชืจ ืขืœ AI ืขืœื•ืœื” ืœื”ื—ืœื™ืฉ ื“ื•ื•ืงื ืืช ื”ื™ื›ื•ืœื•ืช ืฉื”ืืจื’ื•ื ื™ื ื–ืงื•ืงื™ื ืœื”ืŸ ื™ื•ืชืจ ืžื›ืœ: ื ื™ืกื™ื•ืŸ, ื—ืฉื™ื‘ื” ื‘ื™ืงื•ืจืชื™ืช, ื‘ื™ื˜ื—ื•ืŸ ื‘ืฉืคื” ื•ืžื•ื“ืขื•ืช ืœื”ืงืฉืจ.

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A graph explaining a human-in-the-loop process where you ask AI a question, evaluate its response, and then refine it or make the final decision yourself.

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ืœืœื ืงืฉืจ ืœืจืžืช ื”ื“ื™ื•ืง ืฉืœ ืขื‘ื•ื“ื” ืื•ื˜ื•ืžื˜ื™ืช, ืžื™ ืฉื‘ื•ื—ื ื™ื ื•ืžืืฉืจื™ื ืืช ื”ืชื•ืฆืจื™ื ืชืžื™ื“ ื™ื–ื“ืงืงื• ืœืฉื˜ืฃ ื•ืœื‘ื™ื ื” ืชืจื‘ื•ืชื™ืช ื›ื“ื™ ืœื‘ื—ื•ืŸ ืชื•ืฆืจื™ AI. ื›ื›ืœ ืฉื”ื˜ื›ื ื•ืœื•ื’ื™ื” ืžืฉืชืคืจืช, ื’ื ื”ื ื™ืฆื˜ืจื›ื• ืœื”ืคื•ืš ืœื›ื•ืชื‘ื™ื, ืขื•ืจื›ื™ื ื•ืžืชื•ื•ื›ื™ื ื˜ื•ื‘ื™ื ื™ื•ืชืจ โ€” ื‘ืงื™ืฆื•ืจ, ืœืžืชืงืฉืจื™ื ื˜ื•ื‘ื™ื ื™ื•ืชืจ. AI ื”ื•ืคืš ืฉื˜ืฃ ื•ืžื•ื“ืขื•ืช ืœื”ืงืฉืจ ืœื—ืฉื•ื‘ื™ื ื™ื•ืชืจ, ืœื ืคื—ื•ืช.

ืฉืœื•ืฉื” ืขืงืจื•ื ื•ืช ืœืืจื’ื•ื ื™ื ืฉืžื•ื›ื ื™ื ืœืขืชื™ื“

ื›ื“ื™ ืœื—ื–ืง ืืช ืชืจื‘ื•ืช ื”ืชืงืฉื•ืจืช ืฉืœื”ื, ืืจื’ื•ื ื™ื ืฆืจื™ื›ื™ื ืœื—ื‘ืจ ื‘ื™ืŸ ืฉืœื•ืฉื” ืชื—ื•ืžื™ื: ืชื•ื›ื ื™ื•ืช ืื•ืจื™ื™ื ื•ืช AI; ื”ื›ืฉืจื•ืช ื‘ืฉืคื”, ืชืจื‘ื•ืช ื•ืžื ื”ื™ื’ื•ืช; ื•ืชื”ืœื™ื›ื™ ืขื‘ื•ื“ื” ืžื•ื’ื“ืจื™ื ืžื—ื“ืฉ ืœืฉื™ืชื•ืฃ ืคืขื•ืœื” ื‘ื™ืŸ AI ืœื‘ื ื™ ืื“ื.

1. ืœื”ื‘ื—ื™ืŸ ื‘ื™ืŸ ืฉื˜ืฃ ื‘-AI ืœื‘ื™ืŸ ืฉื˜ืฃ ืชืงืฉื•ืจืชื™ ื•ืœืงื“ื ืืช ืฉื ื™ื”ื

ื ื™ืชืŸ ืœื”ื’ื“ื™ืจ ืฉื˜ืฃ ืชืงืฉื•ืจืชื™ ื›ื™ื›ื•ืœืช ืœื™ืฆื•ืจ ืžืฉืžืขื•ืช ืžืฉื•ืชืคืช ืขื ืื—ืจื™ื ื‘ืชื•ืš ื”ืงืฉืจ. ื”ื•ื ื ืฉืขืŸ ืขืœ ืฉืœื™ื˜ื” ื‘ืฉืคื” ื•ื’ื ืขืœ ืžื™ื•ืžื ื•ื™ื•ืช ืชืงืฉื•ืจืช ืจื—ื‘ื•ืช ื™ื•ืชืจ, ื•ื‘ื”ืŸ ื”ืกืชื’ืœื•ืช, ื‘ื™ื˜ื—ื•ืŸ ื•ื‘ื™ื ื” ืชืจื‘ื•ืชื™ืช.

ืฉื˜ืฃ ื‘-AI ื”ื•ื ื“ื‘ืจ ืฉื•ื ื”. ืžืกื’ืจืช AI Fluency Framework ืžืฉื ืช 2025 ืžื’ื“ื™ืจื” ืื•ืชื• ื›ื™ื›ื•ืœืช ืœืขื‘ื•ื“ ื‘ืื•ืคืŸ ืืคืงื˜ื™ื‘ื™, ื™ืขื™ืœ, ืืชื™ ื•ื‘ื˜ื•ื— ื‘ืžืกื’ืจืช ืื•ืคื ื™ ื”ืื™ื ื˜ืจืืงืฆื™ื” ื”ืžืชืคืชื—ื™ื ื‘ื™ืŸ ืื“ื ืœ-AI. ื”ืžืกื’ืจืช ืžืชืืจืช ืืจื‘ืข ื™ื›ื•ืœื•ืช ืœื™ื‘ื” โ€” Delegation, Description, Discernment ื•-Diligence ื•ืฉืœื•ืฉื” ืื•ืคื ื™ ืขื‘ื•ื“ื” ืขื AI: Automation, Augmentation ื•-Agency.

ื’ื ืื ื”ืžื•ืฉื’ื™ื ื ืฉืžืขื™ื ืชื™ืื•ืจื˜ื™ื™ื, ื”ื ืžืขืœื™ื ืืช ืจืžืช ื”ื‘ืฉืœื•ืช ื”ืืจื’ื•ื ื™ืช ื•ืžืคื—ื™ืชื™ื ืืช ื”ืกื™ื›ื•ืŸ ืœืฉื™ืžื•ืฉ ืฉื’ื•ื™. ื“ื•ื—ื•ืช ืžืจืื™ื ืฉืจื•ื‘ ื”ืื ืฉื™ื ืœื•ืžื“ื™ื ืžื™ื•ืžื ื•ื™ื•ืช AI ืžื—ื•ืฅ ืœืขื‘ื•ื“ื” ื•ืœืœื ื”ื›ืฉืจื” ืจืฉืžื™ืช. ืืจื’ื•ื ื™ื ื™ืจื•ื•ื™ื—ื• ืžืฉื™ื ื•ื™ ื”ืžืฆื‘ ื”ื–ื”.

2. ืœืกื•ื•ื’ ืจื’ืขื™ ืชืงืฉื•ืจืช ืœืคื™ ืกื™ื›ื•ืŸ, ื”ืงืฉืจ ื•ื”ืฉืœื›ื•ืช

ื”ืชื™ื™ื—ืกื•ืช ืœื›ืœ ื“ื‘ืจ ื›ืืœ โ€œืชื•ื›ืŸโ€ ื”ื™ื ื”ื“ืจืš ื”ืžื”ื™ืจื” ื‘ื™ื•ืชืจ ืœืขืฉื•ืช ืฉื™ืžื•ืฉ ืœื ื ื›ื•ืŸ ื‘-AI. ืกื™ื›ื•ื ืคื’ื™ืฉื”, ื”ืชื ืฆืœื•ืช ื‘ืคื ื™ ืœืงื•ื—, ื”ื•ื“ืขื” ืžืฉืคื˜ื™ืช, ื”ืขืจื›ืช ื‘ื™ืฆื•ืขื™ื ื•ื”ืฆืขืช ืžื›ื™ืจื” ื“ื•ืจืฉื™ื ืชื”ืœื™ื›ื™ื ืฉื•ื ื™ื. ืื•ืชื” ืžืฉื™ืžื” โ€” ื›ืชื™ื‘ื” โ€” ื ื•ืฉืืช ื”ืฉืœื›ื•ืช ืฉื•ื ื•ืช ื‘ื”ืชืื ืœืกื™ื˜ื•ืืฆื™ื”. ื”ืื ื”ืžืกืจ ืคื ื™ืžื™ ืื• ื—ื™ืฆื•ื ื™? ื—ื™ ืื• ื-ืกื™ื ื›ืจื•ื ื™? ืื™ื ืคื•ืจืžื˜ื™ื‘ื™ ืื• ืžื‘ื•ืกืก-ื™ื—ืกื™ื? ื‘ืกื™ื›ื•ืŸ ื ืžื•ืš ืื• ื‘ืขืœ ื”ืฉืœื›ื•ืช ืžืฉืžืขื•ืชื™ื•ืช?

ืืจื’ื•ื ื™ื ืฆืจื™ื›ื™ื ืœื”ื›ืฉื™ืจ ืขื•ื‘ื“ื™ื ืœื–ื”ื•ืช ืžื” ื ื“ืจืฉ ื‘ื›ืœ ื”ืงืฉืจ:

  • ื™ืฉ ืžืฉื™ืžื•ืช ื“ื™ื’ื™ื˜ืœื™ื•ืช ื‘ืกื™ื›ื•ืŸ ื ืžื•ืš ืฉื‘ื”ืŸ AI ืžื’ื“ื™ืœ ืคืจื•ื“ื•ืงื˜ื™ื‘ื™ื•ืช: ืชืจื’ื•ื ื—ื•ืžืจ ืžื—ืงืจ ืœืฆื•ืจืš ื”ื‘ื ื”, ื™ืฆื™ืจืช ื•ืจื™ืืฆื™ื•ืช ืฉืœ ืงื•ืคื™, ืงื‘ืœืช ืžืฉื•ื‘, ืกื™ื›ื•ื ืจืขื™ื•ื ื•ืช ืื™ืฉื™ื™ื ืื• ื”ื›ื ื” ืœืชืจื’ื•ืœ ืกื™ืžื•ืœืฆื™ื”.
  • ื™ืฉ ืื™ื ื˜ืจืืงืฆื™ื•ืช ื—ื™ื•ืช ื•ืžื‘ื•ืกืกื•ืช ื™ื—ืกื™ื ืฉื‘ื”ืŸ ืฉื˜ืฃ ื‘ื“ื™ื‘ื•ืจ ืขื“ื™ื™ืŸ ื—ื™ื•ื ื™: ืžื ื”ืœ ืฉืงื•ืœื˜ ื—ื‘ืจ ืฆื•ื•ืช ื—ื“ืฉ, ืžื ื”ืœ ืžื›ื™ืจื•ืช ืฉืžื ื”ืœ ืžืฉื ื•ืžืชืŸ ืขืœ ืชื ืื™ ื—ื•ื–ื” ืขื ืœืงื•ื—, ืื• ืžื ื›ืดืœ ืฉืžื’ื™ื‘ ืœื—ืฉืฉื•ืช ืขื•ื‘ื“ื™ื ื‘ืื™ืจื•ืข ื—ื‘ืจื”. AI ื™ื›ื•ืœ ืœืกื™ื™ืข ื‘ื”ื›ื ื”, ืืš ื”ืื ืฉื™ื ืขื“ื™ื™ืŸ ืฆืจื™ื›ื™ื ืœื”ืงืฉื™ื‘, ืœื”ืกืชื’ืœ, ืœืงืจื•ื ืืช ื”ื—ื“ืจ ื•ืœื”ื’ื™ื‘ ื‘ื–ืžืŸ ืืžืช.
  • ื•ื™ืฉ ืžืฆื‘ื™ื ื‘ืขืœื™ ื”ืฉืœื›ื•ืช ื’ื‘ื•ื”ื•ืช ืฉื‘ื”ื ืฉื™ืงื•ืœ ื“ืขืช ื•ื‘ืงืจื” ืื™ื ื ื ืชื•ื ื™ื ืœืžืฉื ื•ืžืชืŸ: ื ืื•ืžื™ื ืคื•ืžื‘ื™ื™ื, ื”ืขืจื›ื•ืช ื‘ื™ืฆื•ืขื™ื ืื• ืชืงืฉื•ืจืช ื‘ื–ืžืŸ ืžืฉื‘ืจ. ื‘ืžืงืจื™ื ื›ืืœื”, ืืคื™ืœื• ื”ื˜ื™ื•ื˜ื” ื”ืจืืฉื•ื ื” ืขืฉื•ื™ื” ืœื”ื™ื“ืจืฉ ืœื”ื™ื•ืช ืื ื•ืฉื™ืช, ืขื ื›ืžื” ืื ืฉื™ื ืฉืžืืžืชื™ื ืืช ื”ื’ืจืกื” ื”ืกื•ืคื™ืช.

ืืจื’ื•ื ื™ื ืฆืจื™ื›ื™ื ืœื–ื›ื•ืจ ื’ื ืฉื‘ื—ืœืง ืžื”ื”ืงืฉืจื™ื, ืขืฆื ื”ืชื—ื•ืฉื” ืฉืžืกืจ ื ื•ืฆืจ ื‘ืืžืฆืขื•ืช AI ืขืœื•ืœื” ืœื”ืฉืคื™ืข ืขืœ ื”ืืžื•ืŸ, ื‘ืžื™ื•ื—ื“ ื›ืืฉืจ ื”ืื™ื ื˜ืจืืงืฆื™ื” ืจื’ื™ืฉื”, ืžื‘ื•ืกืกืช ื™ื—ืกื™ื ืื• ื‘ืขืœืช ื”ืฉืœื›ื•ืช ืžืฉืžืขื•ืชื™ื•ืช.

3. ืœืงื“ื ื ื•ืจืžื•ืช ืชืงืฉื•ืจืช ื•ืฉื™ืงื•ืœ ื“ืขืช ืžื™ื•ืžืŸ ื•ืœื ืจืง ืžื“ื™ื ื™ื•ืช AI

ื‘ื™ืŸ ืื ื”ืŸ ืžืคื•ืจืฉื•ืช ื•ื‘ื™ืŸ ืื ืœื, ืœื›ืœ ืืจื’ื•ืŸ ื™ืฉ ื ื•ืจืžื•ืช ืชืงืฉื•ืจืช. ืฆื•ื•ืชื™ื ื™ื•ื“ืขื™ื ืœืžื™ ืœืคื ื•ืช, ืžืชื™ ืœืคื ื•ืช, ื‘ืื™ื–ื” ืขืจื•ืฅ ืœื”ืฉืชืžืฉ ื•ื›ื™ืฆื“ ืœื”ืชืื™ื ืžืกืจื™ื ืœืžื˜ืจื” ื•ืœืกื™ื˜ื•ืืฆื™ื”. ืฉื™ืœื•ื‘ AI ื‘ืชื”ืœื™ื›ื™ ืชืงืฉื•ืจืช ืื™ื ื• ืžื‘ื˜ืœ ื–ืืช; ื”ื•ื ืคืฉื•ื˜ ื”ื•ืคืš ืืช ื”ืฆืจื›ื™ื ืœื‘ืจื•ืจื™ื ื•ืžื•ืจื›ื‘ื™ื ื™ื•ืชืจ.

ืืจื’ื•ื ื™ื ืฆืจื™ื›ื™ื ืœืกืคืง ื”ื ื—ื™ื•ืช ืžืขืฉื™ื•ืช ืœืฉื™ืœื•ื‘ AI, ื›ื•ืœืœ ื›ืœืœื™ ื”ื’ื ื” ืขืœ ืคืจื˜ื™ื•ืช ืžื™ื“ืข, ื˜ื•ืŸ ื“ื™ื‘ื•ืจ ื•ืžื ื™ืขืช ื”ื˜ื™ื•ืช. ื”ืคืจื•ื˜ื•ืงื•ืœื™ื ืฆืจื™ื›ื™ื ืœืขื ื•ืช ืขืœ ืฉืืœื•ืช ื›ื’ื•ืŸ:

  • ื›ื™ืฆื“ ืฆื•ื•ืชื™ื ืฆืจื™ื›ื™ื ืœื—ืฉื•ืฃ ืื• ืœื‘ื“ื•ืง ืขื‘ื•ื“ื” ืฉื ืขืฉืชื” ื‘ืกื™ื•ืข AI?
  • ื›ื™ืฆื“ ืžื ื”ืœื™ื ื™ื“ืจื™ื›ื• ืขื•ื‘ื“ื™ื ืœื’ื‘ื™ ืื™ื›ื•ืช ืžืกืจื™ื ืฉื ื•ืฆืจื• ื‘ืกื™ื•ืข AI?
  • ืื™ืœื• ืื™ื ื˜ืจืืงืฆื™ื•ืช ืฆืจื™ื›ื•ืช ืœื”ื™ืฉืืจ ื‘ื”ื•ื‘ืœื” ืื ื•ืฉื™ืช ื•ืื™ืœื• ื ื™ืชืŸ ืœื”ืคื•ืš ืœืื•ื˜ื•ืžื˜ื™ื•ืช?
  • ื›ื™ืฆื“ AI ื™ืฉืžื•ืจ ืขืœ ื”ืงื•ืœ ื”ืืจื’ื•ื ื™, ื”ื˜ื•ืŸ ื•ื”ืื—ืจื™ื•ืชื™ื•ืช?
  • ืื™ื–ื” ืžื™ื“ืข ื ื™ืชืŸ ืœืฉืชืฃ ืขื AI ื•ืื™ื–ื” ืžื™ื“ืข ื™ืฉ ืœื”ื’ืŸ ืขืœื™ื•?
  • ื›ื™ืฆื“ ืœื™ืžื•ื“ ืฉืคื” ืฆืจื™ืš ืœืชืžื•ืš ื‘ืื™ื ื˜ืจืืงืฆื™ื•ืช ืื ื•ืฉื™ื•ืช ื‘ืขืœื•ืช ื”ืฉืœื›ื•ืช ืžืฉืžืขื•ืชื™ื•ืช?

ื”ื ื•ืจืžื•ืช ื”ืœืœื• ืื™ื ืŸ ืฆืจื™ื›ื•ืช ืœื”ื™ืฉืืจ ื‘ืžืกืžืš ืžื“ื™ื ื™ื•ืช ืฉืขื•ื‘ื“ื™ื ื›ืžืขื˜ ืื™ื ื ืงื•ืจืื™ื. ื™ืฉ ืœืฉืœื‘ ืื•ืชืŸ ื‘ืชื”ืœื™ื›ื™ ืงืœื™ื˜ื”, ื”ื›ืฉืจื”, ืฉื™ื—ื•ืช ืžื ื”ืœื™ื, ืคื™ืชื•ื— ืžื ื”ื™ื’ื•ืช ื•ืชื”ืœื™ื›ื™ ื”ืขื‘ื•ื“ื” ืฉืœ ื”ืฆื•ื•ืชื™ื. ื”ืžื˜ืจื” ืื™ื ื” ืœื”ืื˜ ืื ืฉื™ื ื‘ืืžืฆืขื•ืช ื‘ื™ืจื•ืงืจื˜ื™ื”, ืืœื ืœื”ืคื•ืš ืืช ื”ืชื”ืœื™ื›ื™ื ืœื‘ื˜ื•ื—ื™ื, ืฉื™ืžื•ืฉื™ื™ื ื•ืžืœืžื“ื™ื ื™ื•ืชืจ.

ืžื” ื”ืžืฉืžืขื•ืช ืขื‘ื•ืจ ืžืงื‘ืœื™ ื”ื—ืœื˜ื•ืช

ื™ืฉ ืœืžืกื’ืจ ืืช ื™ื›ื•ืœืช ื”ืชืงืฉื•ืจืช ื›ืื—ืจื™ื•ืช ื—ื•ืฆืช-ืืจื’ื•ืŸ.

ื‘ืจืžืช ื”ื”ื ื”ืœื” ื”ื‘ื›ื™ืจื”, ื™ืฉ ืœืจืื•ืช ื‘-AI ืฉื›ื‘ืช ืชืงืฉื•ืจืช ื•ืœื ื˜ืจื™ืง ืื™ืฉื™ ืœืฉื™ืคื•ืจ ืคืจื•ื“ื•ืงื˜ื™ื‘ื™ื•ืช. ืžื ื”ืœื™ื ื‘ื›ื™ืจื™ื ืฆืจื™ื›ื™ื ืœืชื›ื ืŸ ืžื—ื“ืฉ ืชื”ืœื™ื›ื™ ืชืงืฉื•ืจืช ืžืชื•ืš ืžื—ืฉื‘ื” ืขืœ AI ื•ืœื”ื›ืชื™ื‘ ืืช ื”ืื•ืคืŸ ืฉื‘ื• ื”ืืจื’ื•ืŸ ืžืื–ืŸ ื‘ื™ืŸ ืžื”ื™ืจื•ืช ืœืืžื•ืŸ. ื’ืžื™ืฉื•ืช, ืžื•ื“ืขื•ืช ืœืกื™ื›ื•ื ื™ื ื•ืชืคื™ืกื” ืฉืœ ืœืžื™ื“ื” ืžืชืžืฉื›ืช ื™ืขืฉื• ืืช ื”ื”ื‘ื“ืœ.

ืžื ื”ืœื™ื ืฆืจื™ื›ื™ื ืœื”ืชื™ื™ื—ืก ืœ-AI ื›ืืœ Copilot, ืœื ื›ืืœ Autopilot. ื”ืžื˜ืจื” ืื™ื ื” ืœื”ื—ืœื™ืฃ ืชืงืฉื•ืจืช, ืืœื ืœืคื ื•ืช ื–ืžืŸ ืœืฉื™ื—ื•ืช ืžืฉืžืขื•ืชื™ื•ืช ื™ื•ืชืจ.

โ€” Sylvia Tantzen.

ืฆื•ื•ืชื™ L&D ืฆืจื™ื›ื™ื ืœื”ืฆื™ืข ื”ื›ืฉืจืช AI ืžื›ื•ื•ื ืช ืœืฆื“ ืคื™ืชื•ื— ืฉืคื”, ื‘ื™ื ื” ืชืจื‘ื•ืชื™ืช ื•ืžื ื”ื™ื’ื•ืช. ื‘ืื™ื—ื•ื“ ื”ืื™ืจื•ืคื™, ืœื“ื•ื’ืžื”, ืื•ืจื™ื™ื ื•ืช AI ื›ื‘ืจ ื”ืคื›ื” ืœื“ืจื™ืฉื” ืจื’ื•ืœื˜ื•ืจื™ืช. ืœืคื™ ืกืขื™ืฃ 4 ืฉืœ AI Act, ื—ื‘ืจื•ืช ืžื—ื•ื™ื‘ื•ืช ืœื ืงื•ื˜ ืฆืขื“ื™ื ื›ื“ื™ ืœื”ื‘ื˜ื™ื— ืจืžื” ืžืกืคืงืช ืฉืœ ืื•ืจื™ื™ื ื•ืช AI ื‘ืงืจื‘ ืขื•ื‘ื“ื™ื”ืŸ ื•ืื ืฉื™ื ื ื•ืกืคื™ื ื”ืขื•ืกืงื™ื ืžื˜ืขืžืŸ ื‘ื”ืคืขืœื” ื•ื‘ืฉื™ืžื•ืฉ ื‘ืžืขืจื›ื•ืช AI. ืื–ื•ืจื™ื ื ื•ืกืคื™ื ืฆืคื•ื™ื™ื ืœืœื›ืช ื‘ืขืงื‘ื•ืชื™ื•.

ืฆื•ื•ืชื™ื ืžืฉืคื˜ื™ื™ื ืฆืจื™ื›ื™ื ืœืกื™ื™ืข ื‘ื”ื’ื“ืจืช ื’ื‘ื•ืœื•ืช ื”ืกื™ื›ื•ืŸ, ื‘ืขื•ื“ ืฉ-IT ืฆืจื™ืš ืœืชื›ื ืŸ ืืช ื”ืชืฉืชื™ืช ื•ืœืชืช ืžืขื ื” ืœืืชื’ืจื™ื ื˜ื›ื ื™ื™ื, ื›ื’ื•ืŸ ื”ื’ื ื” ืขืœ ืžื™ื“ืข ื•ื™ืฆื™ืจืช ื ืชื™ื‘ื™ ื‘ื™ืงื•ืจืช.

ืžื ื”ืœื™ื ืฆืจื™ื›ื™ื ืœืขื•ื“ื“ ืฉื™ื— ืคืชื•ื— ืขืœ ื”ืฉื™ืžื•ืฉ ื‘-AI, ืœื™ืฆื•ืจ ืชื ืื™ื ืœืคื™ืชื•ื— ืฉื™ืงื•ืœ ื“ืขืช ื•ืœื”ื“ืจื™ืš ืฆื•ื•ืชื™ื ืœื’ื‘ื™ ืฉื™ื˜ื•ืช ืขื‘ื•ื“ื” ืžื™ื˜ื‘ื™ื•ืช. ืขืœื™ื”ื ืœืขื–ื•ืจ ืœืขื•ื‘ื“ื™ื ืœืฉืื•ืœ ืฉืืœื•ืช ื˜ื•ื‘ื•ืช ื™ื•ืชืจ ื‘ืขืช ืฉื™ืžื•ืฉ ื‘-AI ืœืชืงืฉื•ืจืช:

  • ื”ืื ืื ื™ ื™ื›ื•ืœ/ื” ืœื”ื’ืŸ ืขืœ ื”ืจืขื™ื•ืŸ ื”ื–ื” ื‘ืžื™ืœื™ื ืฉืœื™?
  • ื”ืื ื”ืžืกืจ ื”ื–ื” ืชื•ืื ืืช ื”ืงื•ืœ ืฉืœื™ ืื• ืฉืœ ื”ืืจื’ื•ืŸ ืฉืœื™?
  • ืžื™ ื ื•ืฉื ื‘ืื—ืจื™ื•ืช ืœืชื•ืฆืื•ืช ืื ื”ืžื™ื“ืข ื”ื–ื” ืฉื’ื•ื™
  • ื”ืื ื”ืชื•ื›ืŸ ื”ื–ื” ื“ื•ืจืฉ ื‘ื“ื™ืงื” ืื ื•ืฉื™ืช ืœืคื ื™ ืฉืœื™ื—ืชื•?
  • ื›ื™ืฆื“ ืื•ื›ืœ ืœืœืžื•ื“ ืž-AI ืžื‘ืœื™ ืœื”ืคื•ืš ืชืœื•ื™/ื” ื‘ื•?

ืœื—ื–ืง ืืช ืžื” ืฉื”ื•ื ืื ื•ืฉื™ ื‘ืื•ืคืŸ ื™ื™ื—ื•ื“ื™

AI ื ื›ื ืก ืœืžืจื•ื•ื— ืฉื‘ื™ืŸ ืžื” ืฉืื ืฉื™ื ืฆืจื™ื›ื™ื ืœื•ืžืจ ืœื‘ื™ืŸ ื”ื–ืžืŸ, ื”ื‘ื™ื˜ื—ื•ืŸ ืื• ื”ืฉื˜ืฃ ืฉื™ืฉ ืœื”ื ื›ื“ื™ ืœื‘ื˜ื ื–ืืช. ืชื”ืœื™ืš ื”ืขื‘ื•ื“ื” ื”ื™ื•ืžื™ื•ืžื™ ื”ืฉืชื ื”. ืืš ื‘ืืจื’ื•ื ื™ื ืจื‘ื™ื, ื”ื”ื›ืฉืจื” ื•ื”ื ื•ืจืžื•ืช ื”ืžืฉื•ืชืคื•ืช ืขื“ื™ื™ืŸ ืœื ื”ืฉืชื ื•.

ื‘ืชืจื‘ื•ืช ืชืงืฉื•ืจืช ืœื ื‘ืฉืœื”, AI ื™ื›ื•ืœ ืœื”ื›ืคื™ืœ ืจืขืฉ, ืœื”ื—ืœื™ืฉ ืื—ืจื™ื•ืชื™ื•ืช ื•ืœืคื’ื•ืข ื‘ื”ื‘ื ื” ืžืฉื•ืชืคืช. ื‘ืชืจื‘ื•ืช ื‘ืฉืœื”, ื”ื•ื ื™ื›ื•ืœ ืœืขื–ื•ืจ ืœืื ืฉื™ื ืœื”ืขื‘ื™ืจ ืจืขื™ื•ื ื•ืช ื‘ืžื”ื™ืจื•ืช, ื‘ื‘ื”ื™ืจื•ืช ื•ื‘ื‘ื™ื˜ื—ื•ืŸ ื’ื“ื•ืœื™ื ื™ื•ืชืจ.

ืžื ื”ืœื™ื ืฆืจื™ื›ื™ื ืœื‘ื ื•ืช ืžืขืจื›ื•ืช ืฉืขื•ื–ืจื•ืช ืœืฆื•ื•ืชื™ื ืœื”ื‘ื™ืŸ ื›ื™ืฆื“ ืžืกืจื™ื ื ื•ืฆืจื™ื, ื ื‘ื“ืงื™ื, ืžืฉื•ืชืคื™ื, ื–ื•ื›ื™ื ืœืืžื•ืŸ ื•ืžืงื‘ืœื™ื ื‘ืขืœื•ืช. ื›ื“ื™ ืœื”ืฆืœื™ื—, ื”ื ื™ืฆื˜ืจื›ื• ืชืคื™ืกื” ืืกื˜ืจื˜ื’ื™ืช ืฉืœ ืชืงืฉื•ืจืช ื•ืžื—ื•ื™ื‘ื•ืช ืœื”ืขืœืืช ื”ื™ื›ื•ืœื•ืช ื”ืื ื•ืฉื™ื•ืช.

ื‘ื›ืœ ื™ื•ื ืื ืฉื™ื ืžืกื‘ื™ืจื™ื ืจืขื™ื•ื ื•ืช, ืžืฉื›ื ืขื™ื ื‘ืขืœื™ ืขื ื™ื™ืŸ, ืคื•ืชืจื™ื ืื™-ื”ื‘ื ื•ืช, ืžื ื”ืœื™ื ืžืฉื ื•ืžืชืŸ ืขืœ ืชื•ืฆืื•ืช ื•ื‘ื•ื ื™ื ืืžื•ืŸ ื‘ืืžืฆืขื•ืช ืชืงืฉื•ืจืช. AI ื™ื›ื•ืœ ืœืชืžื•ืš ื‘ืจื’ืขื™ื ื”ืืœื”, ืืš ืื™ื ื• ื™ื›ื•ืœ ืœื”ื—ืœื™ืฃ ืื•ืชื. ื”ืืจื’ื•ื ื™ื ืฉื™ืฉื’ืฉื’ื• ื™ื”ื™ื• ืืœื” ืฉื™ืฉืชืžืฉื• ื‘ื˜ื›ื ื•ืœื•ื’ื™ื” ื›ื“ื™ ืœื—ื–ืง ืชืงืฉื•ืจืช ืื ื•ืฉื™ืช ืœื ืœืขืงื•ืฃ ืื•ืชื”.

ื”ื›ื•ืชื‘ื•ืช ื•ื”ืžืฉืชืชืคื•ืช

  • Sylvia Tantzen ื”ื™ื Head of Strategic Accounts ื‘-Berlitz ื•ื™ื•ืฆืจืช ืงื•ื ืกืคื˜ Human Code. ืขื ื™ื•ืชืจ ืž-20 ืฉื ื•ืช ื ื™ืกื™ื•ืŸ ื‘-AI, ืžื›ื™ืจื•ืช ื•ืžื ื”ื™ื’ื•ืช, ื”ื™ื ืžืชืžืงื“ืช ื‘ื ืงื•ื“ืช ื”ืžืคื’ืฉ ื‘ื™ืŸ ื˜ื›ื ื•ืœื•ื’ื™ื”, ืชืงืฉื•ืจืช ื•ืงืฉืจ ืื ื•ืฉื™. ืขื‘ื•ื“ืชื” ื‘ื•ื—ื ืช ื›ื™ืฆื“ ืืจื’ื•ื ื™ื ื™ื›ื•ืœื™ื ืœืฉืœื‘ ื™ืขื™ืœื•ืช ืžื•ื ืขืช-AI ืขื ืืžืคืชื™ื”, ืืžื•ืŸ ื•ืžื ื”ื™ื’ื•ืช ืื•ืชื ื˜ื™ืช.
  • Ursula Marinos ืœืžื“ื” ืฉืคื•ืช, ืขืกืงื™ื ื•ืœื™ืžื•ื“ื™ ืชืจื‘ื•ืช. ื‘ืžืฉืš 29 ืฉื ื™ื ืžื™ืœืื” ืžื’ื•ื•ืŸ ืชืคืงื™ื“ื™ื ื‘-Berlitz, ืžืžื›ื™ืจื•ืช B2B ื•ื ื™ื”ื•ืœ ืคืจื•ื™ืงื˜ื™ื ื•ืขื“ District Director ื•ื›ื™ื•ื Inhouse Academy Director. ื‘ื ื•ืกืฃ ืขื‘ื“ื” ื›ืžื“ืจื™ื›ื”, ืขื ื”ืชืžื—ื•ืช ื‘ืชืงืฉื•ืจืช, ื ื™ื”ื•ืœ ื‘ื™ืŸ-ืชืจื‘ื•ืชื™, ืžื›ื™ืจื•ืช ื•ืžื ื”ื™ื’ื•ืช.

ืžืงื•ืจื•ืช