أفشين أفشار، مؤسس Pilot Wave Holdings – سلسلة المقابلات

أفشين أفشار، مؤسس Pilot Wave Holdings، هو خبير في علوم البيانات والاستثمار الذي شغل مناصب رفيعة المستوى في غولدمان ساكس، وJ.P. مورغان، وCerberus Capital Management، حيث ساهم في تأسيس مبادرات علوم البيانات والذكاء الاصطناعي على نطاق واسع داخل المؤسسات المالية. مع أساس تقني متجذر في أبحاث العلوم العصبية وعلوم الحاسوب في جامعة ستانفورد، بنى أفشار مسيرته في تقاطع التحليلات المتقدمة والاستثمار الخاص والتحول التشغيلي، مع التركيز في النهاية على تطبيق الذكاء الاصطناعي على أداء الأعمال في العالم الحقيقي. في Pilot Wave، يجمع بين الخبرة الاستثمارية والقيادة التشغيلية والمعرفة التقنية العميقة لتحديد واكتساب وتوسيع الشركات باستخدام استراتيجيات مدفوعة بالبيانات وتكنولوجيا حديثة.

Pilot Wave Holdings هي منصة استحواذ ونمو تركز على تحويل الشركات الصغيرة والمتوسطة الحجم من خلال الذكاء الاصطناعي والتكنولوجيا المتقدمة. تستخدم الشركة أنظمة ذكاء اصطناعي مملوكة لتحليل العمليات وكشف عدم الكفاءة وتحسين الأداء عبر شركات المحفظة. من خلال الجمع بين المشاركة التشغيلية اليدوية مع البنية التحتية للبيانات الحديثة، تهدف Pilot Wave إلى تحديث الشركات التقليدية التي عانت historically من نقص الوصول إلى الأدوات المتقدمة، مما يضعها في موقع للنمو القابل للتحجيم على المدى الطويل في اقتصاد يعتمد بشكل متزايد على التكنولوجيا.

لقد شغلت مناصب رائدة في الذكاء الاصطناعي في شركات مثل JPMorgan وCerberus، ثم أسست Pilot Wave Holdings لجلب الذكاء الاصطناعي إلى الصناعات التقليدية. ما هو الفهم الأساسي أو الإحباط الذي أدى بك إلى التحول من بناء الذكاء الاصطناعي داخل المؤسسات الكبيرة إلى استحواذ وتحويل الشركات بشكل مباشر؟

المشكلة الأساسية كانت الحاجة إلى التمكين للحركة بسرعة. داخل المؤسسات الكبيرة، حتى عندما يتفق mọi شخص على الفرصة، هناك عادةً طبقات كثيرة بين تحديد المشكلة والقيام بشيء حيالها. الذكاء الاصطناعي لا يفشل عادةً لأن العمل التقني مستحيل، بل يفشل لأن المنظمة بطيئة أو سياسية أو منقسمة لدرجة أن لا تستطيع التحرك بسرعة. كنت أريد العمل في بيئة حيث يمكن تحقيق الانسجام بين الاستراتيجية والعمليات والتكنولوجيا بسرعة. الاستحواذ على الشركات وتطويرها بشكل مباشر يخلق هذا النوع من التمكين. إذا كنت تريد تغيير كيفية تشغيل الأعمال بسرعة وإرادة، فإن كونك المالك أمر مهم.

يحتفل جزء كبير من الصناعة بعدة تجارب ناجحة، ومع ذلك يأتي القيمة الحقيقية من الأنظمة الإنتاجية. لماذا تفشل مبادرات الذكاء الاصطناعي في كثير من الأحيان عند نقطة الانتقال هذه، وما الذي يميز المنظمات التي تعمل بنجاح على تشغيل الذكاء الاصطناعي عن تلك التي تعثر؟

许多 تجارب ناجحة مصممة للنجاح، وهو بالضبط السبب في أن العديد من الشركات تخدع نفسها. تحدث هذه التجارب في بيئات نظيفة، مع انتباه إضافي، نطاق محدود ولا تظهر فيها الاحتكاكات التي تظهر في الإنتاج. القضية العميقة غالبًا ما تكون فجوة في التعاطف. عادةً ما لا يأخذ التقنيون الوقت أو ببساطة لا يرغبون في تعلم تجربة المشغل، لذلك يبنيون شيئًا يعمل في النظرية أو في العرض التوضيحي ولكن لا يتناسب مع واقع الوظيفة. الشركات التي تعمل بنجاح على تشغيل الذكاء الاصطناعي هي تلك التي تاخذ جدية تدفق العمل البشري من البداية وتبني من أجل فوضى العمليات الحقيقية بدلاً من محاولة تجنبها. الجميع يقولون إنهم يريدون قيمة الإنتاج، لكن العديد من الفرق لا تزال تحسّن لتحقيق تصفيق التجارب.

يركز عملك على دمج الذكاء الاصطناعي في قطاعات مثل البنية التحتية والتصنيع والتجارة الإلكترونية. كيف يختلف نشر الذكاء الاصطناعي في هذه البيئات بشكل أساسي عن نشره في الشركات الرقمية أو الشركات التي تعتمد على البرمجيات في المقام الأول؟

الفرق هو أن في الشركات التقليدية، يكون التعاطف والعنصر البشري أكثر أهمية من ما يريد التقنيون في عالم الذكاء الاصطناعي أن يعترفوا به. في البيئات التي تعتمد على البرمجيات في المقام الأول، يمكن للفرق التحرك بسرعة وتصحيح المشاكل في وقت لاحق. في البنية التحتية والتصنيع والتجارة الإلكترونية، ترتبط الأعمال بنظم فيزيائية وقيود حقيقية وأشخاص يعرفون على الفور متى لا يتناسب شيء مع طريقة تشغيل الأعمال. هذا يعني أنك لا تستطيع أن تظهر فقط بحل تقني متقن وتتوقع القبول. إذا لم تفهم تجربة المشغل، فإن استراتيجيتك للذكاء الاصطناعي محكمة بالفشل. هذه البيئات تكشف عن التفكير السطحي بسرعة، وهو جزء من أهميتها.

لقد جادلت بأن اعتماد الذكاء الاصطناعي يجب أن يبدأ بالاولويات التجارية بدلاً من الأدوات. ماذا يعني ذلك في الممارسة، وكيف يجب على فرق القيادة إعادة صياغة نهجهم لتحويل الذكاء الاصطناعي؟

معظم فرق القيادة تبدأ من المكان الخطأ. يبدأون بمحادثة ماذا يمكن أن تفعل هذه التكنولوجيا لنا لأنها تبدو ممتعة وحديثة، بينما المكان الصحيح للبدء هو ما هي أولوياتنا التجارية الأكثر أهمية. بمجرد معرفة ذلك، يمكنك тогда التحدث بصراحة عن أفضل الأدوات لمعالجة هذه الأولويات، ولا يلزم دائمًا أن تكون الذكاء الاصطناعي. يبدو ذلك واضحًا، لكن معظم الشركات لا تزال تتبع التكنولوجيا أولاً وتأمل أن يظهر الحالة التجارية بعد ذلك. هذا الأمر معكوس ويؤدي إلى الكثير من الحركة الفضفاضة. إذا أرادت القيادة نتائج حقيقية، فيجب عليها أن تتوقف عن معاملة استراتيجية الذكاء الاصطناعي مثل تمارين التسوق.

في Pilot Wave، أنت لا تقدم فقط المشورة للشركات، بل تقوم بإعادة تشكيلها بعد الاستحواذ. ما هي التغييرات الهيكلية أو الثقافية الأولى التي تنفذها لجعل اعتماد الذكاء الاصطناعي يلتصق حقًا؟

الأمر الأول هو العثور على كلا الراعيين الأصغر والكبار. يعرف الراعون الأصغر حقيقة الواقع اليومي ويمكنهم ضمان أن يقوم المستوى الأدنى بما يلزم. في حين أن الراعين الكبار يضمنون أن تقلل السياسة وتتقلص WITHOUT WITHOUT WITHOUT WITHOUT WITHOUT WITHOUT WITHOUT WITHOUT WITHOUT WITHOUT WITHOUT WITHOUT WITHOUT WITHOUT WITHOUT WITHOUT WITHOUT WITHOUT WITHOUT WITHOUT WITHOUT WITHOUT WITHOUT WITHOUT WITHOUT WITHOUT WITHOUT WITHOUT WITHOUT WITHOUT WITHOUT WITHOUT WITHOUT WITHOUT WITHOUT WITHOUT WITHOUT WITHOUT WITHOUT WITHOUT WITHOUT WITHOUT WITHOUT WITHOUT WITHOUT WITHOUT WITHOUT WITHOUT WITHOUT WITHOUT WITHOUT WITHOUT WITHOUT WITHOUT WITHOUT WITHOUT WITHOUT WITHOUT WITHOUT WITHOUT WITHOUT WITHOUT WITHOUT WITHOUT WITHOUT WITHOUT WITHOUT WITHOUT WITHOUT WITHOUT WITHOUT WITHOUT WITHOUT WITHOUT WITHOUT WITHOUT WITHOUT WITHOUT WITHOUT WITHOUT WITHOUT WITHOUT WITHOUT WITHOUT WITHOUT WITHOUT WITHOUT WITHOUT WITHOUT WITHOUT WITHOUT WITHOUT WITHOUT WITHOUT WITHOUT WITHOUT WITHOUT WITHOUT WITHOUT WITHOUT 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