Jayanth Neelakanta

Jayanth Neelakanta

Equip AI InterviewEquip AI Interview
Founder, Equip
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Maker History

  • Equip AI Interview
    Equip AI InterviewAsk any question. Natural language response. Instant results
    Aug 2025
  • SocrateaseA Fun Way To Learn Complicated Concepts From Scratch
    Jan 2018
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    Joined Product HuntNovember 7th, 2017

Forums

Deepfakes in hiring - now hitting both sides. How are you dealing with it?

The problem isn't just candidates using deepfakes anymore. Now fake employers are using them to scam job seekers too - creating convincing "HR reps" for fraudulent interviews.

Got me wondering:

  1. What detection methods or red flags work for you?

  2. How are you protecting yourself/your company?

The differences between prompt context, RAG, and fine-tuning and why we chose prompting

When integrating internal knowledge into AI applications, three main approaches stand out:

1. Prompt Context  Load all relevant information into the context window and leverage prompt caching.
2. Retrieval-Augmented Generation (RAG)  Use text embeddings to fetch only the most relevant information for each query.
3. Fine-Tuning  Train a foundation model to better align with specific needs.

Each approach has its own strengths and trade-offs:

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