principle of work: TL;DR: Add new AI abilities with one line of code. Drop skill files into DLC and you're done. LivinGrimoire ( GitHub ) is a software design pattern that absorbs skills with just…
You ask an AI a question in English. It answers fluently. You ask in Spanish. It answers well. You ask in Tamil. It stumbles. You ask in Swahili. It gives a generic, awkward response. You are not…
Most engineering workflows treat LLMs as stateless calculators: input a prompt, copy the snippet, kill the tab. The session ends, the context evaporates, and the model's iterative reasoning capacity…
Ask a plain language model a multi-step word problem and it will often blurt out a confident number that is wrong — not because the model is dumb, but because it quietly skipped a step or fumbled the…
Originally published at promptestate.pages.dev . You paste a property address into ChatGPT, ask for a listing description, and thirty seconds later you have polished copy. It reads great. It also…
Originally published at promptestate.pages.dev . It's 9 PM. You just got back from a listing appointment, the photographer delivers tomorrow, and the sellers want the home live by Friday. The last…
Hey everyone, I've been working on an automated prompt optimization project for a while now, and I've gone through roughly 500M tokens iterating on the core loop. Along the way, I tried leaning on…
Workflow Security vs Skill Security Skill security (Skill Series Article 02) protects a single call : can user input hijack this Skill's behavior? Workflow security protects against cross-step attack…
Introduction "why use many token when few token do trick" This is article #114 in the "One Open Source Project a Day" series. Today's project is caveman — a Skill that makes AI coding agents talk…
In the field of supporting AI adoption at companies, I keep hearing the same complaint. "I keep correcting the same mistake." "I explain carefully and nothing changes." "Maybe my prompt is the…
You have a copy machine. You copy a document. The copy is slightly blurry. You copy the copy. It is blurrier. You copy it again. After ten generations, it is unrecognizable. This is model collapse.…
Introduction Technology is transforming every industry, making artificial intelligence and data-driven decision-making essential skills for modern professionals. Enrolling in a Generative AI & Data…
Introduction Artificial Intelligence and Data Science are among the fastest-growing technology domains today. Thousands of learners are enrolling in specialized training programs to gain…
Give an agent a multi-hop question and the usual answer is ReAct: think, act, look at the result, think again, act again. It works, but there is a hidden bill. Every "think" is a full call to the…
Why AI Development Has Outgrown Simple Writing Prompts You’ve probably spent hours crafting the perfect prompt, only to get a halfway decent answer and wonder if you’re just repeating a ritual with…
Dentro de lo que una alucinación puede hacer, encontramos: Problemas de seguridad: Supply chain security problems, AI package hallucination. También podemos encontrar los problemas de toda la vida:…
One question I get surprisingly often is: "How do you manage thousands of AI prompts without losing track of them?" The answer is simple. I don't treat prompts as conversations. I treat them as…
I Used to Dread Product Photography Every time I launched a new product, I felt that familiar knot in my stomach. Another photoshoot. Another invoice. Another week of waiting. I remember paying…
Nano Banana models (built on the Gemini 3 family) are advanced image generation and editing models that use deep reasoning to understand your prompt before generating a pixel. Core Capabilities at a…
A few months ago, while developing a new feature for the backend of my side product, I realized I constantly needed an AI assistant for small, repetitive coding tasks. However, I didn't want to pay…
You type a prompt. The AI responds. It is polite. It is coherent. It is not toxic. You assume this is just how the model is. It is not. Behind the scenes, thousands of workers spent countless hours…
For the last two years, we've been obsessed with one thing: Prompt Engineering. Every tutorial promised the same result: Better prompts Better AI responses But after working with modern AI coding…
I used to waste hours tweaking and re-tweaking my AI model prompts. It was like trying to find a needle in a haystack—I'd make a change, run the code, wait for the results, and then... nothing. The…
Best Antidetect Browser 2026: Complete Comparison Guide After 4 weeks of real-world testing across AdsPower, Undetectable, and Linkenshpere, here is what actually matters for account management and…