How to Detect RAG Hallucinations with Logprobs: A Practical Guide
Retrieval-Augmented Generation (RAG) should make your LLM safer and more factual, yet in production many teams still get…
MLOps & AI Engineering
How to Build a Self-Improving Agentic RAG System
Manually tuning an Agentic RAG system is painful: you tweak prompts, juggle retrieval settings, add new agents, and…
Nvidia’s $51B Datacenter Boom: What It Signals for AI’s Future
Nvidia’s latest Q3 numbers are not just another blockbuster earnings print; they mark a step change in how…
How to Use GPT-5.1-Codex-Max’s Compaction for Large Refactors
As of November 2025, GPT-5.1-Codex-Max is OpenAI’s new frontier coding model, built specifically for long-running, project-scale work in…
Better Than LoRA? A How-To Guide to DoRA Fine-Tuning
LoRA has become the de facto standard for efficient LLM fine-tuning. Yet many teams still see a stubborn…
Cloudflare’s Outage: How a Config File Caused a Cascade Failure
The November 18, 2025 Cloudflare outage is NEWS CONTENT, not evergreen. It was a large, recent incident: a…
OpenRouter vs TogetherAI: Choosing the Right AI API (2025)
This is evergreen content. As of November 2025, OpenRouter and TogetherAI are two of the most talked‑about AI…
Post-Cloudflare Outage: A Guide to a Multi-CDN Strategy
The November 18, 2025 Cloudflare outage that knocked X, ChatGPT, Shopify, Canva, NJ Transit and thousands of other…
Gemini 3 vs GPT-5.1: The Ultimate 2025 AI Model Showdown
As of November 18, 2025, the AI platform landscape has shifted again. Google has just launched Gemini 3,…
How to Implement AI Guardrails for LLM Deployments
As of November 2025, the most serious failures in enterprise generative AI rarely come from “bad models.” They…