After AI finishes drafting, do you send it out directly or check it first? Newsletter and creator marketing platform @kit surveyed 550 creators. The report shows: 57.3% use AI daily, but 89.2% say they review and edit the output before adoption; the proportion who fully trust AI and make no edits is 0%. The work of creators and solo entrepreneurs is not just writing articles. It also includes finding topics, researching, organizing information, designing structure, adding images, publishing, responding, and reviewing. AI usually compresses time spent on searching, summarizing, brainstorming, and drafting first. Kit's survey also shows that 82.7% of respondents use AI for writing or editing and brainstorming, and 72.8% for research or summarizing. But faster speed does not automatically mean better quality: 1⃣ Models can produce fluent sentences but do not guarantee the source exists, numbers remain valid, or causal relationships hold. The smoother the text, sometimes the easier it is for people to let down their guard. It's a bit like an intern with great speaking skills: the presentation looks good, but the attachments might not have been opened. 2⃣ What creators truly lack is not word count but judgment. What is worth writing, which information needs to retain uncertainty, and what tone fits the audience all come from positioning and responsibility. 3⃣ Automation amplifies errors. Manually copying a typo might affect one article; connecting an unverified process to scheduling, email, or publishing tools can send errors to all readers at once. 4⃣ Control itself is a product requirement. In Kit's survey, 56% of respondents want AI actions to have preview, undo, and audit logs simultaneously; only 12% feel very comfortable with completely hands-off "set and forget". This is not anti-technology but knowing that once creation is public, attribution and consequences remain with the person. -- For solo entrepreneurs, the process can be set as four gates: Generation: Let AI assist with topic listing, organizing context, proposing counterexamples, and drafting. This layer pursues speed. Evidence: Check dates, original sources, key numbers, and citations item by item. Editing: Rewrite openings, delete clichés, add background readers need, and separate "facts, inferences, and contexts." If the content reads like anyone could claim authorship, it usually doesn't sound like you yet. Publishing: Human confirmation before publishing or scheduling; keep preview, retract, and operation logs. High-risk content, such as investment, medical, and legal, requires higher verification thresholds. -- For creators, let AI handle repetitive but checkable tasks, leaving human time for topic selection, trade-offs, and final responsibility. Finally, a very practical acceptance question: If this content is wrong, can you point out within five minutes where the data came from, which step was AI-generated, and who did the final check? If the answer is no, don't rush to add another tool. Your bottleneck may not be generation speed but the lack of brakes in the process.

If you're interested in strategy games, check out this one 👀 Frost Kingdom is officially launched on NEXT Market! It is the sequel to "Merge Kingdom," which has accumulated over 2 million players worldwide. The gameplay is Web3 SLG, merging buildings and troops to grow quickly. It supports iOS / Android / PC, and you can also play directly in the browser. Currently ongoing: ⚔️ Alliance Power Ranking Season 2 In eligible new servers, the top 5 alliances in each server will receive $ONE rewards: 🥇 1st Place Leader 100 ONE | Members 50 ONE 🥈 2nd Place Leader 50 ONE | Members 25 ONE 🥉 3rd Place Leader 30 ONE | Members 15 ONE Recently, there are more and more games on NEXT Market, and I will continue to share new information with everyone～ Play:

The next key factor for AI servers beyond just looking at the GPU is "cooling." According to the latest estimate from TrendForce, liquid cooling penetration in high-end AI infrastructure will reach 53% in 2026 and nearly 60% in 2027. 1. The higher the computing power, the harder it is for traditional air cooling to dissipate heat; liquid cooling is shifting from a bonus feature to a must-have. 2. With increased shipments of NVIDIA racks, demand will cascade down to cold plates, pumps, CDUs, quick connectors, and system integration. 3. The market is also responding: the semiconductor ETF SMH rose 1.06% in the previous trading session, and TSMC ADR increased by 1.08%. Previously, data centers were like air conditioning a room; high-density AI racks are more like cooling a pot of continuously boiling water. No matter how big the fans are, they may not be as effective as directly removing the heat. Going forward, don’t just ask "who makes the chips," but also: who can reliably deliver the complete cooling system, what is the yield like, and can the gross margin be maintained? The theme usually runs ahead, while revenue often lags behind.

"I'm about to lose money at 3 times the speed!" Today, on a whim, I asked the customer service of my home internet provider to confirm the current rates and contract status. It turned out that: My home internet contract had long expired, but I was still using the 120M / 120M speed. So I casually mentioned to the customer service: "I've recently seen other providers with similar prices but seemingly much faster speeds?" Soon after, a sales call came in 😂 The salesperson directly said that as long as I keep roughly the same price, 120M → 360M, a direct 3x speed upgrade. They especially emphasized: "This plan isn't visible on the official website; it's a special offer provided separately." This also reminded me of something: Everyone should take some time to check their own, or even their parents', ・Internet ・Mobile phone plans ・Streaming subscriptions ・Insurance or other long-term contracts Many things have been used for years, and we're so used to fixed monthly deductions that we don't even notice how much the market plans have changed~ Sometimes you don't even need to switch providers; just asking around, comparing a bit, or subtly expressing "I'm considering switching recently" might reveal hidden plans the salespeople have 😆 At least ask around first; you won't lose out.

Using AI to create an app that can be launched doesn't require magic, just narrow the scope down to a single real pain point. The larger the scope, the harder it is to accomplish. This is the reason why most people can't create products using AI.

Gandalf (甘道夫) is confirmed to return in Avengers 5!!

Brought the whole family to Okinawa for fun Celebrating my wife's birthday 🥳 Tried snorkeling today, the "Blue Cave" is so beautiful~ We were lucky the weather cleared up The fish outside are not afraid of people at all! They kept coming to snatch food, so adorable