Finding the Best Generative AI Specialist in Bangladesh
The demand for generative AI expertise in Bangladesh is surging as both local and international companies build AI-powered products. Here's how to identify top-tier talent.
1. Essential Skills Checklist
| Skill Category | Must-Have | Nice-to-Have |
|---|---|---|
| LLM Integration | OpenAI, Anthropic, Google APIs | Local model serving (Ollama, vLLM) |
| RAG Development | Vector databases, chunking, retrieval | GraphRAG, hybrid search |
| Prompt Engineering | System prompts, few-shot, chain-of-thought | Automated prompt optimization |
| Frameworks | LangChain or LlamaIndex | LangGraph, AutoGen, CrewAI |
| Infrastructure | Docker, basic cloud deployment | Kubernetes, GPU scheduling |
| Security | Input validation, output filtering | Prompt injection defense, PII detection |
2. Portfolio Evaluation Criteria
When evaluating a generative AI specialist's portfolio, look for:
- Production deployments (not just demos or notebooks)
- Error handling and edge cases in their code
- Cost optimization strategies (model routing, caching)
- Security awareness (guardrails, input validation)
- Monitoring and observability in their architectures
The best generative AI specialist isn't the one who builds the flashiest demo — it's the one whose systems run reliably in production at scale.
