🚀 How to Chunk Files for a RAG Model (Production Guide + Python) Chunking is not just splitting text—it’s how your system thinks. Retrieval accuracy Cost efficiency Hallucination rate Security (ACL filtering) ✅ Production Chunking Checklist Chunk size: 300–900 tokens Overlap: 10–20% Structure-aware splitting Metadata (document_id, section, ACL) Deduplication Token-aware splitting 📄 Example Input File…
The next wave of AI isn’t just about answering questions — it’s about autonomous agents that can plan, act, and deliver business outcomes. Agentic AI systems connect models to data, APIs, and workflows so that businesses can automate decisions, streamline operations, and innovate faster. But without the right foundation, agentic systems are fragile, risky, and…
Artificial Intelligence isn’t just about models — it’s about building an ecosystem that can grow with your business. Many organizations struggle to move from experimentation to production, losing time and money along the way. That’s where I come in. With 25+ years in software engineering and a deep specialization in AI platform architecture, I help…
Welcome to WordPress. This is your first post. Edit or dele Empowering Businesses with AI Consulting and Platform Development In today’s fast-paced digital landscape, organizations face a critical challenge: how to adopt artificial intelligence in a way that is secure, scalable, and aligned with their business goals. With over 25 years of experience in software…