Ishaan Patel

SEO & Search Marketing

How to execute a white-hat Digital PR backlink strategy that earns high-authority editorial links?

A data‑driven, step‑by‑step Digital PR workflow that secures high‑authority editorial backlinks using specific tools and measurable targets.

AI Agents & Automation

What is the optimal strategy for managing long-term memory persistence across agent conversation threads? (Part 2 Focus)

Store thread‑scoped embeddings in a vector DB, use periodic summaries, and reload them with LangChain or AutoGen memory for seamless long‑term context.

RAG & Vector Databases

How do you solve semantic chunking fragmentation when building RAG over complex PDF tables and technical documentation? (Part 2 Focus)

Use hierarchical table‑aware chunking, hybrid dense‑sparse indexing, and a post‑retrieval merge to keep PDF tables intact in RAG pipelines.

RAG & Vector Databases

How to implement GraphRAG to retrieve relational entity context alongside semantic vector search? (Part 2 Focus)

Combine Pinecone vector search with Neo4j graph traversal, then fuse scores (α≈0.6) to retrieve relational entity context for RAG.

Prompt Engineering & LLMs

How to reduce prompt latency and TTFT (Time To First Token) for real-time web applications? (Part 2 Focus)

Cut latency by using smaller instruction‑tuned models, cache system prompts, adopt structured JSON prompts, enable streaming with chunked pre‑fill, and apply 4‑bit quantization.

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