Ali Haidar

AI automation becomes valuable when it removes work, not when it just generates another response.

A production workflow can capture a request, understand the context, take action across APIs and business tools, verify the result, and escalate to a human when necessary.

That...

AI Agent ≠ Chatbot

A chatbot answers questions.

A useful AI agent can actually complete work.

Think:

Understand → Decide → Act → Verify

I build AI-powered workflows that can connect with APIs, CRMs, databases, SaaS platforms, and internal tools to automate repetitive business...

A better LLM won’t fix a weak retrieval pipeline.

In production RAG systems, answer quality depends heavily on what happens before the prompt reaches the model.

Chunking, embeddings, metadata filters, retrieval, reranking, grounding, permissions, and evaluation all determine...

Background jobs become risky when retrying them can repeat the business action.

In production SaaS systems, workers can crash, messages can be delivered again, APIs can timeout, and jobs can partially complete.

I design asynchronous workflows around idempotency, controlled...