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NVIDIA Open-Sources Auto Ontology, a Semantic Layer for AI Agents

Getting an AI agent to write a SQL query is the easy part. Getting it to agree on what "revenue" actually means is where things fall apart. NVIDIA has open-sour…

How to Get 2 Years of Google AI Pro Free

Looking at the price of Google AI Pro and wondering if there is a way around it? A post is going around with two GitHub repos that claim to hand you two years o…

RealCUA Dataset Captures 600 Hours of Computer-Use Work

Hunting for a dataset that shows how people actually get work done on a computer, rather than how they click through a tidy demo? RealCUA is aimed at exactly th…

How to Get a Free 1-Year .MY.ID Domain

Buying a domain for a project you are not sure about yet stings a little. If you have been putting it off, a coupon is going around that covers a full year of r…

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How to Write Specs Coding Agents Can Build Without Guessing

You hand a coding agent a spec and it builds something you never asked for. Most of the time the spec was the problem, not the model. This share is about a plug…

Awesome Harness Engineering: A Map for Reliable AI Agents

A model on its own does not make a reliable agent. The hard part is everything around it — context, tools, memory, permissions, and checking that the thing actu…

A trick that saved me time

How to Add Agent Skills Without Breaking Old Ones

Adding a new skill to your agent can quietly break the ones you already have. Routing starts sending queries to the wrong skill, even when nothing about the old…

How to Pass Shopee Affiliate Content Verification

Had a Shopee Affiliate video flagged as not original? You are not the first, and the fix may be simpler than you think. One creator spent the last month changin…

How to Claim 1B Muse AI Tokens

Looking for a big pile of Muse AI tokens without paying for them? An invite code gets you 1B tokens once your account is verified, and that is plenty for photo …

Parallel's Decisions API Grounds Decision Models With Live Web Search

If your decision model has to answer something that changed last week, you already know the annoying part. You have to go search the web, pull the context back,…

How to Fill In Your Amazon Associates Website Details

Hunting for a way into Amazon's affiliate program? The US sign-up asks for one thing before it lets you in: a real website or social page that you actually run.…

How to Generate Color Mixing Videos With ChatGPT and Flow

Looking for a video idea you can make without a camera? Color mixing footage is a good fit for AI generation, and you only need two tools to pull it off: ChatGP…

ArtCraft Builds an Open-Source Rival to Claude's REA Tool

Claude is blocking REA (Reverse Engineer Anything), so the team behind the open-source Adobe suite alternatives built their own version. It is called Craft Anyt…

OpenShip Puts Mail, Deploys and Services on Your Own Server

Renting a mail provider, a database host, and a deployment pipeline can cost more than the app they run. OpenShip puts all of it on a server you already own, an…

How to Claim Free ZRO API Access for Coding Tools

Hunting for a free API key to point your coding tool at? ZRO gives away free API access on a daily quota, and it works with Claude Code, Cursor, OpenCode, Cline…

How to Get 4,000 Free Kiro AI Coding Credits

Want to try Kiro's AI coding setup without paying for credits? Kiro is handing out 4,000 credits to people who join its Kiroween 2026 hackathon, and the source …

How to Use Rich Clicker Macro's Smart Auto Clicker

Tired of babysitting a macro that waits one to three seconds at every single point? The new Smart Auto Clicker in Rich_Clicker_Macro drops the timers entirely. …