LLM

How to Read Research Papers With AI: The Nine-Pass Protocol

Post author:Prabhu Kalyan Samal
Post published:August 27, 2026
Post category:AI & Machine Learning

Most people read papers wrong: linear, once, and credulously. The nine-pass protocol gives every pass one job - intake, attention residual, contradictions, citation chain, gaps, methodology, assumptions, synthesis, and the so-what test - producing verifiable artifacts at each step.

AI agent concept map: the loop and its eight layers

AI Agents Explained: Every Core Concept From Autonomy to Quantization

Post author:Prabhu Kalyan Samal
Post published:August 27, 2026
Post category:Security

The complete AI agent concept map – autonomy, perception, action space, ReAct, chain of thought, memory types, the harness, A2A/A2U/MCP protocols, multi-agent patterns, metrics, KV cache and quantization – each with how it works and a real example.