Michael Willson

If you are trying to figure out what AI platform like ChatGPT makes the best lyrics, the real goal is simple. You want tool names that actually help write better songs, not theory about creativity. AI lyric writing works best when it supports your ideas instead of replacing them. People who…

Buying OpenAI API credits is straightforward once you understand how their prepaid billing works. The confusion usually comes from mixing up ChatGPT subscriptions with API usage, because they are billed completely separately. If you are building apps, automations, or products after learning the…

Opening a .ai file usually sounds harder than it actually is. In most cases, it is just an Adobe Illustrator file that someone shared from a design project, a print vendor, or a stock asset. The confusion starts because not everyone has Illustrator, and different tools handle .ai files very…

Using an AI agent to sort emails is no longer a fancy idea. It is a practical way people are actually getting control of overloaded inboxes. The goal is simple. Reduce noise, surface what matters, and save time without losing control. Most people start looking into this after their inbox becomes…

Using local models with Cursor.ai is possible, but it does not work the way most people initially expect. Cursor cannot connect directly to a model running on localhost or a private LAN. A public HTTPS endpoint is required, and Cursor still sits in the request path. Once you understand that…

What is puter.ai.chat? puter.ai.chat is the AI chat function provided by Puter.js that lets a JavaScript app talk to large language models directly from the browser. There is no backend to manage and no API keys to store. The call runs client-side and uses the signed-in user’s Puter account for…

Yes, you can make an iOS app using Bolt AI, but it helps to understand what that actually means in practice before expectations run ahead of reality. Bolt AI, specifically Bolt.new, is an AI app builder that generates application code from prompts. People use it to move fast from idea to working…

Agent Lightning is an open-source framework from Microsoft Research that lets you train and improve AI agents using reinforcement learning and prompt optimization without rebuilding the agent from scratch. If you are learning agent systems through an AI Certification, this is a clean real-world…

The protocol activated at block #11,640,289, marking Tezos’ 20th protocol upgrade, delivered through on-chain governance with no hard fork and no chain split. Tallinn focuses on three things that actually matter at the protocol level: faster Layer 1 blocks, stronger consensus security once adoption…

Bitcoin Job Listings Rose 6% in 2025 sounds small, but it is actually a useful signal: the market did not freeze. According to Bitvocation’s 2025 Bitcoin Jobs data, listings moved from 1,707 roles in 2024 to 1,801 roles in 2025, which is +6% YoY. If you are trying to break into Bitcoin, this is…

Bitwise to Launch Onchain Vaults is not a vague DeFi headline. It is a concrete move by a traditional asset manager into non-custodial, onchain yield infrastructure. On Jan 26, 2026, Bitwise confirmed it is launching curated onchain vault strategies on Morpho, starting with a stablecoin-focused…

A Bitcoin Yield Fund sounds simple on the surface, but once you look closer, it helps to clear one big misunderstanding right away. Bitcoin itself does not generate yield. There is no staking reward, no coupon, and no built-in interest. So when someone talks about a Bitcoin Yield Fund, they are…