Nick Lahoika, Vocal Image’in Kurucu Ortağı ve CEO’su – Röportaj Serisi

Nick Lahoika, insanlara yumuşak beceriler geliştirmelerine yardımcı olan bir koçluk startupı olan Vocal Imagein kurucu ortağı ve CEO’sudur. 10 yılı aşkın IT ve iş geliştirme deneyimine sahip bir seri girişimci olan Nick, Vocal Image’i kurmadan önce iki girişimden başarılı bir şekilde ayrıldı. Nick’in yolculuğu derinlemesine kişisel; okuldaki belirsiz telaffuz nedeniyle zorbalığa maruz kaldığı için insanlara daha iyi iletişim kurma konusunda yardım etme misyonunu benimsedi.

2020 devriminin ardından evini terk etmek zorunda kalan Nick, İngilizce’yi minimal bir şekilde konuşarak Estonya’ya geldi ve kendi uygulamasını kullanarak sesini eğitti ve sadece altı ay içinde ilk finansman turunu güvence altına aldı. AWS AI Challenge ve Meta x Hugging Face Avrupa AI Startup Programı’nın kazananı olan Vocal Image, yakın zamanda Educapital (Fransa) liderliğindeki 3,6 milyon dolarlık bir seed turu raised ve 14 milyon doların üzerinde bir gelire ulaştı.

Vocal Image’i 2021 yılında kurdunuz. Bir AI yumuşak beceri koçu oluşturmak size neler ilham verdi ve başlangıçta hangi sorunu çözmeye çalışıyordunuz?

Konuşma kaygısı hayatımın bir parçası oldu. Okulda belirsiz telaffuz nedeniyle zorbalığa maruz kaldım ve bu deneyim gerçekten benimle kaldı. Daha sonra, bir IT öğrencisi stajyeri olarak, yüksek düzeydeki müşterilere sunum yapmak zorunda kaldım ve aynı korku geri geldi.

Sonra 2021’de, Belarus’taki başarısız devrimin ardından Avrupa’ya geceyarısı göç etmek zorunda kaldım. Aniden yatırımcılara İngilizce konuşmak zorunda kaldım, bir dilini几乎 konuşamıyordum. Korkutucuydı, ama seçeneğim yoktu. Günde saatlerce, daha sonra Vocal Image’e dönüşecek olan çok erken bir sürüm kullanarak telaffuzumu uygulamayla çalıştım. Kendi şirketimin adını söyleyebilmek için “V” sesini doğru şekilde telaffuz etmeyi öğrenmek için bile haftalarca geçti.

Bir YouTube gibi bir uygulama ile başladık, ancak içinde bir ses kaydedici ve bir yorum özelliği vardı. Kullanıcılar videoları izleyebilir, cümleleri tekrar ederek uygulayabilir ve sonra kendi kayıtlarını dinleyebilirlerdi. Nasıl kullandıklarını izleyerek, hemen geri bildirim ihtiyacı duyduklarını anladık. Erken kullanıcılarımız, sadece içerik tüketmenin gerçek sonuçlar elde etmek için yeterli olmadığını gösterdi; anında geri bildirim ihtiyacı duyuyorlardı. İnsan koçları aracılığıyla geri bildirim sunmayı denedik, ancak bu yaklaşım ölçeklenebilir değildi, bu nedenle AI kullanmaya karar verdik.

Kişisel bir bakış açım vardı, platformumuzla ilk sunumlarımı bir kişi yerine uygulamayla çalışarak daha kolay hale getirebileceğimi fark ettim. Baskı yoktu, yargı yoktu. Bu özgürlük her şeyi değiştirdi. Kendi sorunumu çözdüğümde, aynı sorunu yaşayan birçok insanın olduğunu fark ettim. 200 milyondan fazla insan konuşma kaygısı ile mücadele ediyor.

Vocal Image’den önce bir dans stüdyosunu yönetiyordunuz. Hareket ve ifade alanındaki geçmişiniz, iletişim ve vokal güvenliğe yaklaşımınızı nasıl etkiledi?

Ben dansçı değildim; aslında insanlara yönelik bir iş kurdum. İnsanların dans ediş tarzından, iç güvenlerini anlayabilirsiniz.

Hareket, insanlara nasıl ifade edildiğini gösteren önemli bir rol oynar. Nasıl hareket ettiğiniz, duruşunuz, nefesiniz, hepsi iletişim的一部。 AI koçu burada güçlü bir şekilde devreye giriyor, çünkü insanlara tüm bu alanlarda eğitim verme olanağı sunuyor.

Önceki şirketler, farklı koçlar tutmak zorundaydı. Halka hitap etmek için bir koç, vücut dili için bir koç, güven için bir koç. Şimdi AI ile her şey bağlantılı. İletişimin tam resmini oluşturabilirsiniz, sadece bir parçasını değil.

Çoğu AI iletişim aracının aksine, koçunuz için ChatGPT’yi temel olarak kullanmaya karar vermediniz. Bu kararı almaya ne yol açtı?

ChatGPT’nin popüler olması bizim için büyük bir dönemeç noktası oldu. Ana akıma ulaştığında, AI’ye olan güveni büyük ölçüde artırdı ve bizim de kendi teknolojisine insanları inandırmamızı sağladı.

Ancak, temel olarak kullanmak istemedik. Başlangıçtan beri amacımız, insanların sesini ve konuşma kalıplarını değerlendirmek için benzersiz bir model kullanmaktı. Büyük dil modellerini, Gemini, Claude ve ChatGPT’yi ve iletişim literatüründen ipuçlarını ve püf noktalarını kullanıyoruz, ancak bunlar geri bildirim mekanizmamızın temelini oluşturmuyor. Geri bildirimin gerçek temeli insan girdisidir.

AI koçunun robotik hissetme korkusu gerçek. Buna karşı koymak için, kullanıcıların anında bağlanabileceği, iletişim becerilerini geliştirme ortak hedefini paylaşabileceği ve birbirlerinin yolculuğunu destekleyebileceği bir topluluğu Vocal Image içinde oluşturduk. Bu topluluk sürekli büyüyor ve AI’mizi geliştiriyor.

AI’nizi yalnızca insan sesleri ile eğitmek, geleneksel LLM tabanlı yaklaşımlardan farklıdır. Sonuçlar ve otantiklik açısından nasıl bir fark yaratır?

Büyük dil modellerini değerlendirme ve bağlam için kullanıyoruz, ancak sistemimizin gerçek temeli arkasındaki verilerdir. Çekirdek modelimiz, iletişim becerilerini geliştirmek için bir araya gelen insanlardan oluşan kendi topluluğumuzda eğitildi.

AI, öğrendiği insanlara göre iyi veya kötüdür. Özel veri setimiz şimdi över bir milyondan fazla benzersiz insan sesini içeriyor, her biri ton, ritim ve duyguyu taşıyor, hepsi iletişimin gerçek özünü temsil ediyor.

Veri setiniz över bir milyondan fazla insan sesini içeriyor. Böyle bir benzersiz korpusu derlemek ve etiketlemek hangi zorluklarla karşılaştınız?

Her veri noktasına eşit olarak güvenemezsiniz. Bazı kullanıcılar dikkatli bir şekilde puanlar, diğerleri sadece tıklar. Dikkatli geri bildirimi gürültüden ayıran bir sistem tasarlamak zorunda kaldık. Zamanla, tutarlı katılım ve güvenilir yargıya sahip kullanıcıları ödüllendiren ve rasgele girişi filtreleyen bir sistem oluşturmayı öğrendik.

En zor kısım, kaliteli geri bildirimi nicelikten ayıran bir değerlendirme ekosistemi oluşturmaktı. İşte burada topluluğumuz çok değerli oldu. Bunlar rasgele internet kullanıcıları değil, gerçekten yumuşak becerilerini geliştirmeye çalışan ve başkalarına da yardım etmeye çalışan insanlardır. Tüm puanlamalar anonimdir, bu da geri bildirimin tarafsız ve otantik kalmasını sağlar.

“Tinder benzeri” değerlendirme mekanizması ile AI’nizin sürekli öğrenme sürecini nasıl şekillendirir?

Her puan, her dilde, modelimizi iyileştiren küçük bir zeka parçasıdır. Canlı bir geri bildirim döngüsüdür. İnsanların eğitim alması ve değerlendirilmesi ne kadar çok olursa, sistem konuşma ve duyguların nüanslarını tanıyarak, insanların nasıl algıladıklarını öğrenerek daha akıllı hale gelir.

Yumuşak becerilere odaklanan bir AI modeli geliştirirken, teknik yeteneklere odaklanan bir modele kıyasla hangi ana dersleri öğrendiniz?

Ana zorluk, ölçme idi. “Güvenilir” veya “karizmatik” için evrensel bir ölçüt yok. Kendi ölçütümüzü oluşturmak zorunda kaldık.

Burası, Büyük Sayılar Yasasıdevreye girdi. 100.000 insan belirli bir sesin güven veren veya empatik olduğunu düşünüyorsa, bu kolektif algıya güvenmeye başlayabilirsiniz. Zamanla, AI’mizi subjektif nitelikleri öngörmeyi öğrettik, bunlar basit doğru veya yanlışla ölçülebilecek şeyler değildi. 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