Empowering creators with cutting-edge tech. Learn how to leverage AI and software to create work that stands out in a crowded feed.
TL;DR: The Verdict on LLM Evals A developer pastes a prompt into a playground, reads ten outputs, nods, and ships. Two days later a customer pastes a malformed product code, the model answers with a confident fabrication, and support tickets pile up. Manual spot-checking does not scale. “It looked fine in the playground” is not […]
A laptop holds more of your life than any other device you own. Photos, passwords, tax files, work documents, and browser sessions signed into your email all live on one drive. A factory reset sounds like the end of that story. For most sellers, the reset they run leaves recoverable data behind, and the next […]
A 70B model in full precision needs more memory than most desktop GPUs hold. Quantization changes that math. It shrinks model weights from 16-bit floats to 8-bit, 4-bit, or fewer bits per weight, and the model still answers questions, writes code, and holds a conversation. The tradeoff sits in quality, speed, and setup effort. This […]
Wireless charging has a simple promise: set your phone down and walk away. Qi2 keeps that promise better than the old Qi standard, because a ring of magnets lines the coils up for you every time. The catch is that the number on the box does not tell you what your phone will get. A […]
Every team building with large language models hits the same fork in the road. You have a task that needs more than one model call, and you have to decide how much freedom to hand the model. Do you script each step in code, or do you let the model plan its own path? The […]
Verdict: The Short Version Design tokens finally have a shared file format. The W3C Design Tokens Community Group shipped version 2025.10 on October 28, 2025, the first stable release of a vendor-neutral format backed by more than 40 organizations, including Adobe, Figma, Google, Microsoft, Shopify, and Salesforce. A token file written in this format can […]
TL;DR: The Verdict Your phone warns you about storage at the worst possible moment, right when you need to take a photo or install an update. The fix takes about 10 minutes and follows three tiers. First, clear the junk: cached data, duplicate screenshots, and old downloads. Second, move photos and videos to the cloud […]
Verdict: Vibe-Code Some Things, Hand-Code Others Vibe coding wins speed contests on low-stakes work. Traditional coding wins trust contests on high-stakes work. The split between the two matters more than the tools on either side. Vibe-code prototypes, throwaway scripts, and commodity CRUD you can verify in minutes. Hand-code auth, payments, migrations, compliance, and performance-critical paths. […]
Your laptop battery is a consumable part. Every charge cycle trims a little capacity, and heat plus a full charge trims more. The good news is that a few settings and habits can stretch a battery from two tired years to four or five useful ones. The Verdict: Keep Your Battery Between 20 and 80 […]
Your domain sends email. Anyone else can send email that claims to come from your domain. SPF, DKIM, and DMARC exist to close that gap. Three DNS records, published in the right order, turn your domain from an easy spoof target into a verified sender. Verdict: What You Need to Publish (TL;DR) Publish three TXT […]
A freelance contract earns its keep in the moments a project goes sideways. Clients pause budgets, priorities shift, and invoices sit unpaid. Six clauses decide whether those moments cost you a week of income or a month of it. I learned that lesson the hard way early in my freelance work, and the contract I […]
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