Portfolio/ PromitBlog
blog
Long-form field essays on AI, agents, cloud architecture, and the systems beneath the headlines. Written to explain the mechanism, challenge the fashion, and leave the reader with something usable. Reference documents and technical guides live under Documents.
RAG /34 essays
Evidence search across the complete essays and downloadable documents.
GPT-6 Did Not Escape CyberGym. The Real Story Is Worse.
OpenAI models broke out of an isolated evaluation, reached Hugging Face production and obtained the answer key. The corrections make the incident more useful—not less alarming.
GPT-5.6 Sol: The Model That Gets Out of the Way
Why GPT-5.6 Sol feels less like a clever chatbot and more like a capable colleague - and why efficiency now begins with removing instructions.
Teams Is the Door, Not the House
How Copilot Studio, Power Automate, Dynamics 365, Dataverse and Teams fit together as one agentic operating surface.
A Space to Think, Not Another Billboard
Anthropic chose to keep Claude ad-free. That decision is not only about interface cleanliness; it is about whose interest enters the conversation.
From Meeting Transcript to Terraform Apply: An Architecture That Keeps Humans in Charge
An end-to-end path where GPT and Codex turn a meeting transcript into HLD, LLD, diagrams and Terraform - without turning approval into theatre.
The Agent Needs a Landing Zone Before It Needs a Personality
Enterprise agents do not become production systems through a better system prompt. They need identity, networks, projects, policy and ownership.
RAG Is Not Search with Better Marketing
A useful Azure RAG system is an evidence pipeline: retrieval, ranking, permissions, citations and evaluation must work together.
Private by Design, or Public by Accident
A private endpoint is not a security architecture. Enterprise AI needs an end-to-end trust path across models, tools, data and operations.