Posted on Fri 25 September 2026 in GenAI • Tagged with GenAI, LLM, benchmarks, model-evaluation, opinion
Every new model release comes with a wall of benchmark charts — MMLU, HumanEval, GPQA, some new benchmark nobody had heard of six months ago — all showing the new model beating the old one by a few percentage points. And yet, plenty of people who actually use …
Posted on Thu 24 September 2026 in Beginner Guide • Tagged with GenAI, LLM, privacy, data-security, beginner
Most people paste things into ChatGPT or Claude without a second thought — a draft email, a piece of code, sometimes even sensitive personal or company information. It's easy to treat it like a private notepad. But understanding what actually happens to that data behind the scenes changes …
Posted on Wed 23 September 2026 in GenAI • Tagged with GenAI, LLM, prompt-engineering, production, testing
You spend hours refining a prompt. You test it with ten, twenty, fifty example inputs. It works beautifully every time. You ship it. A week later, real users start hitting it with inputs you never imagined, and the same prompt that felt bulletproof starts producing broken …
Posted on Tue 22 September 2026 in GenAI • Tagged with GenAI, LLM, hallucination, AI-safety, beginner
"The AI lied to me" is something I hear constantly — from beginners, from frustrated users, even in headlines about AI news. It's an understandable way to describe the experience of getting a confidently wrong answer. But the more I looked into how these errors actually happen …
Posted on Sun 20 September 2026 in GenAI • Tagged with GenAI, AI-agents, debugging, memory, beginner
If you've built or even just used an AI agent for anything beyond a single simple task, you've probably watched it fail at something, then immediately try the exact same failed approach again — sometimes two or three times in a row — instead of learning …
Posted on Sat 19 September 2026 in GenAI • Tagged with GenAI, AI-agents, opinion, product-trends, software
Open almost any app update log right now and there's a good chance you'll see some version of "meet your new AI assistant" tucked in there. Email clients, project management tools, spreadsheets, note-taking apps, even camera apps — the built-in AI agent has become the default feature …
Posted on Fri 18 September 2026 in Beginner Guide • Tagged with GenAI, RAG, chunking, vector-database, beginner
If you've built even a basic RAG pipeline, you've probably run into "chunk overlap" as a setting — usually with some default value like 50 or 200 tokens — and wondered why you'd deliberately want the same text to appear in two different chunks. Doesn't that just waste storage …
Posted on Thu 17 September 2026 in Beginner Guide • Tagged with GenAI, LLM, model-comparison, beginner, training-data
Ask ChatGPT, Claude, and Gemini the exact same question, and you'll often get three noticeably different answers — different structure, different tone, sometimes even different facts or conclusions. As a beginner, this used to confuse me. If they're all "AI," shouldn't they all just... know the same things …
Posted on Wed 16 September 2026 in GenAI • Tagged with GenAI, LLM, vibe-coding, career, opinion
"Vibe coding" started as a half-joking term for a very specific feeling: describing what you want in plain English, letting an AI generate the code, and just going with whatever "feels right" without deeply understanding every line. It quickly turned into a meme — the punchline being …
Posted on Tue 15 September 2026 in Beginner Guide • Tagged with GenAI, LLM, AI-agents, chatbots, beginner
"Agent" has become one of the most overused words in GenAI right now. Every product seems to call itself an agent, but a lot of them are really just chatbots with a new label. As a beginner, I found this genuinely confusing — so I sat down and …