Blogs & Technical Insights
Actionable playbooks, technical blueprints, and engineering strategies crafted by senior software architects.
AI & Machine Learning Articles
Building Stateful Multi-Agent AI Systems with LangGraph & Python
Architect stateful, cyclic multi-agent AI systems with LangGraph: graph state persistence, human-in-the-loop approvals, conditional routing, and tool execution.
Dr. Ananya Roy
Serving Open-Source LLMs at Scale: vLLM & TensorRT-LLM Benchmark
Benchmark high-throughput LLM inference engines: vLLM PagedAttention, TensorRT-LLM, continuous batching, and GPU memory optimization.
Dr. Ananya RoyPgvector PostgreSQL Vector Search: Building Enterprise RAG Applications
Learn how to store text embeddings, query HNSW indexes, and perform hybrid BM25 + Vector semantic search inside PostgreSQL using Pgvector.
Dr. Ananya RoyGraphRAG: Combining Knowledge Graphs & Vector Search for Complex AI
Learn how GraphRAG pairs Neo4j Knowledge Graph triples with vector embeddings to answer complex multi-hop queries that standard vector search fails to solve.
Dr. Ananya RoyPgvector Comprehensive Guide: Turn PostgreSQL into a High-Performance Vector Database
Learn how to store text embeddings, query HNSW indexes, and perform hybrid BM25 + Vector semantic search inside PostgreSQL using Pgvector.
Dr. Ananya RoyFine-Tuning Llama 3 with LoRA & Unsloth: 5x Faster GPU Training
Learn how to fine-tune open-source Llama 3 models on custom domain datasets using LoRA, QLoRA, and Unsloth on single consumer GPU hardware.
Dr. Ananya RoyEvaluating RAG Pipelines: Measuring Faithfulness, Relevancy & Hallucination
Benchmark production RAG systems with Ragas metrics: Faithfulness, Answer Relevance, Context Precision, and LangSmith tracing tools.
Dr. Ananya Roy
Enterprise AI Security: Preventing Prompt Injection & Data Leaks
Protect enterprise LLM applications against direct and indirect prompt injection attacks, PII leaks, system prompt overrides, and insecure output rendering.
Dr. Ananya RoyIntegrating AI & Large Language Models into Enterprise Applications: Architecture & Security
A comprehensive guide on integrating OpenAI, Gemini, and open-source LLMs into enterprise software systems safely with RAG and vector databases.
Dr. Ananya RoyRAG vs Fine-Tuning: How to Choose the Right Strategy for Custom AI
Compare Retrieval-Augmented Generation (RAG) and model fine-tuning for domain-specific AI tasks, cost trade-offs, and accuracy.
Dr. Ananya RoySubscribe to Incoss Tech Dispatch
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