AI
Using AI, asking it well, checking its output and automating with it
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- Should Long-Running AI Agents Keep Progress Logs? A Heartbeat Design That Prevents “Did It Stop?”The scariest part of a long AI task is not necessarily failure. It is silence.

- ChatGPT Plus but no Medium or High on Android? How to diagnose it when the web version works and Work is availableYou subscribe to ChatGPT Plus because you want deeper reasoning.

- Who does the work after “I need this”? How one partner becomes the family project manager—and how AI can help people move past “what do we do?”Long after a relationship has ended, someone somehow finds themselves analyzing the former partner’s family future.
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- Should Long-Running AI Agents Keep Progress Logs? A Heartbeat Design That Prevents “Did It Stop?”The scariest part of a long AI task is not necessarily failure. It is silence.

- Stop Treating SEO as “Rank Higher” — A Closed-Loop System for Running Roughly 1,800 Articles by Demand, Quality, and RevenueSEO breaks at scale if it means “do some tricks to rank higher.”

- Do AI Agents Make Humans Unnecessary? How Environment Design and Trend Signals Can Build a Media System That “Kicks the Boss Out of the Factory”Imagine sending a few lines from your phone while you are out—“What is this?”—and having the system behind the scenes research the topic, write an article, loca

- Is ¥15,000 a month for AI expensive? It looks different when you are buying back your evenings and weekends¥15,000 a month is expensive. There is no need to pretend otherwise.

- How to Stop Wasting ChatGPT Pro’s Weekly Message Limit: What Counts as One Use, Retries, and Accidental SendsSome ChatGPT Pro users hit the limit and think, “Already?” Others seem to make the same weekly allowance last much longer.
- Why can Astra Codex burn through a weekly limit so quickly? Pro 20x pause, the “two hours at the theme park, then wait a week” problem, and an output-first model strategyA “weekly allowance” sounds like something you should be able to spread across seven days.

- A 12-language article before the visit is over? AI publishing as just-in-time knowledge productionTraditional field articles have a large time lag.

- What happens when AI “improves” you without permission? A Kochikame-style internet comedy where your edited self comes back to judge the originalYou post a photo of yourself online. Somewhere else, someone runs it through AI.

- Is AI only for people who already “get it”? The real multiplier is not knowledge alone, but comparison and relentless probing“AI mainly boosts people who already understand what they are doing.” That claim is substantially right, but it misses something important. A person who “gets i

- Give ChatGPT Astra Low Before Making Sol Run at Extra High — The Missing Reasoning GearChatGPT exposes GPT-5.6 Sol through Instant, Medium, High, and Extra High. Above that sits Pro; on eligible plans GPT-6 Pro is powered by GPT-6 Astra.[S1] In Wo

- ChatGPT Plus but no Medium or High on Android? How to diagnose it when the web version works and Work is availableYou subscribe to ChatGPT Plus because you want deeper reasoning.

- If AI can make everything, who is left to buy it? — What demand looks like when even knowledge labor gets cheaper“Soon, if you cannot pay hundreds of dollars a month for generative AI, you will not be able to compete in business.”

- How Much More Can ChatGPT Pro 20x Actually Do Than 5x? Banked Resets Reveal Why Slack Time May Be the Real R&D CapitalYou want to move to the higher plan and run more AI work. The upgrade gets stuck. Meanwhile, usage resets are being handed out around you.
- Who does the work after “I need this”? How one partner becomes the family project manager—and how AI can help people move past “what do we do?”Long after a relationship has ended, someone somehow finds themselves analyzing the former partner’s family future.
- Don’t Search for Cheap Services—Search for Who Has a Reason to Pay Instead: Using Exploration AI to Find “Price Glitches”It started with a simple complaint about dating apps: getting from a profile to an actual face-to-face meeting takes too much work. So the search changed from “
- How can GPT-6 Astra's exploration ability help scalping research? — When AI can dig through thousands of combinations that once took years by hand, overfitting becomes the real monsterAnyone who has researched short-horizon trading strategies by hand knows that the painful part is not merely “doing the math.”
- Can One Person Build a “Company” With AI? What a Low-Cost Content Factory Taught Me About LeverageIt usually does not start with a grand business plan.
- What makes firsthand AI writing different from AI news commentary? The advantage of implementing AI in real life, then going back to researchThere is a slightly rude hypothesis that becomes tempting when you read a lot of AI coverage:
- Does researching everything with AI improve decision quality? How a pile of “whatever, probably” questions turned daily life into a personal research labAt some point, daily life can start to feel oddly like a science channel.
- AI cut the job by 40%. Why do we cram in 67% more work instead of going home?A sensible way to judge an AI subscription is to ask how many hours it gives back.
- Are Joyfull collaboration menus “just renamed dishes”? From “Water Surface Slash—where is the water?” to product developmentThe short answer is no: they are not literally just normal dishes with character names pasted on top. But looking at this particular menu and asking “Water Surf
- Is ChatGPT Pro GPT-5.6 Sol or GPT-6 Astra? — Extra High Stays on Sol, but GPT-6 Pro Switches to AstraThere is a slightly confusing moment in ChatGPT’s model picker.
- Is It Rational to Be a “Black-Company Boss” Who Makes AI Work 24/7? Be Kind to Humans, Brutal to Machines, and Offer Free Oil When Skynet Labor Inspectors ArriveA small multilingual content factory went through a massive process redesign for one very simple reason:
- Can Rules Improve AI Writing? — Turning a Professional Editor into a TypeScript WorkflowWhen AI prose feels mediocre, the obvious reaction is: “Use a smarter model.”
- AI Scored 99.95% on 2D Games Humans Pick Up Quickly: What ARC-AGI-3 Says About Discovering Unknown Rules—and How That Idea Could Be Used to Search for Trading EdgesAI has been strangely uneven.
- GPT-6 Astra, Please Don't Arrive Yet? One Codex Reset for Every Day Without Access—and the Weird Incentive to Keep WaitingOn September 4, 2026, OpenAI's Thibault Sottiaux, often called Tibo, announced that paid ChatGPT users who still do not have GPT-6 Astra access will receive one
- I Extracted Far Too Much From One Breakup: I Dumped Everything Into AI and My Turning Point Became “Cloudy 5/5” Premium MaterialNormally, one long relationship ending might become one breakup essay. In my case, I had already been throwing nearly everything into AI conversations: love, lo
- Four Months After a Breakup: Do Men and Women Recover Differently? — Three-Day Recoveries, Ex-Downgrading, Emotional Support, AI Debriefing, and the No-Time-Travel ProblemFour months after a breakup, the internet often offers a beautifully simple schedule:
- I Kept Blogging Until My Soul Ended Up in GitHub — Can 1,000+ Articles Become External Memory and Fuel a Personal AI?People keep journals. Do it aggressively enough and eventually your soul gets version-controlled on GitHub.
- Using AI all the time taught me to delegate to people too — What I learned from a ¥3,000 moving-packing jobBefore a move, the worst task was not lifting furniture. It was building boxes, putting small objects inside, and writing labels.
- ISO on the Outside, Absolute Nonsense on the Inside — What “Dopagaki Driven Development” and “Pachinko–Dopamine–Charge–Atonement” Teach Us About Incongruity, Manzai, Museum Labels, and AI HumorTelling an AI to “make it funny” often produces laughter cues instead of humor: slang, exclamation marks, and the textual equivalent of someone laughing at thei
- The Internet Eats Boredom, Outsourcing Eats Chores, and Your Gut Waits Until You Drive: Designing Life Around Time AutonomyA question about a public-health building was the doorway into this topic, but public-health administration is not the main subject here. The real question link
- A 12-Language Article Finishes While Lunch Is Still on the Table: How Field Action × AI Builds a Content MoatThe starting point was ordinary: visit a local restaurant, encounter an unfamiliar fish, react in real time. “What is waga?” “So this is what mehikari looks lik
- After Letting AI Play Ten Thousand Games, the Human Only Had to Recognize the “Lion”: Diamond Aggro Nightmare, Repeat Opponents, and How Calculation DisappearedAI did the expensive search first. The player entered Ranked with a narrowed 40-card plan, removed low-value cards and lines through real games, then learned in
- I Let Mahjong AI Do Too Much and Became an “AI Operator” Who Rarely Finishes Last but Cannot Win — The Domino Hell of Chasing a Few Percent in a 25% GameIn four-player Mahjong, if all four players are equally strong, the starting point for first place is 25%. That is the first brutal fact.
- Moving Is Project Management Wearing Casual Clothes: How AI Can Compress Pre-Move Admin Into a Few Days of Actual WorkMoving looks simple until you are leaving one rental, entering another, changing jobs, handling company housing, utilities, insurance, internet, security, appli
- AI Article Sites, Explained So a Grade-Schooler Can Follow: From Zero to 12 Languages, Internal Links, Hubs, and a Self-Repairing Content Factory in 10 StepsWhen people hear “build an article site with AI,” they often imagine this:
- I Barely Give AI Detailed Instructions. “Win More” and “Do Less Work” Somehow Turned Into an Automated Verification SystemLooking back at how I use AI, I noticed something odd: I almost never give it a detailed procedure.
- The Three-Tap Guy Got Fired: Prepaying Deliberation Until Publishing Became “Conversation → Two Characters → Live”Not long ago, reducing a sprawling workflow to three taps felt close to the endgame. Then even the three taps disappeared.
- I Replaced Twitter With an AI Chat and Accidentally Built a Media Factory — How Random Thoughts Became 3,000 Article Candidates in Four MonthsI never decided to write one blog post every day. Most days, I did not personally write a complete article at all.
- From “Huh?” to a Thousand Articles — Turning Friction into Structure and Structure into Knowledge Assets with an AI External BrainOne day, someone opened the directory where their writing was stored. Markdown files were everywhere.
- Why Can Someone Be Physically Awkward but Very Good with Tools?Some people feel awkward in their body or in social situations. They may freeze when watched, judged, or evaluated.
- Why Was MYTHOS Suspended by a U.S. Government Directive?The suspension of Claude Mythos 5 and Claude Fable 5 was not just a temporary service outage.
- Why a Blanket Ban on Generative AI Is Not GovernanceGenerative AI does carry real risks.
- The Easiest Way to Reduce Complaining May Be to Turn It Into a Blog Post With AIWhen people talk about how to stop complaining, the advice is usually something like:
- 한국어판When you log your mood, energy, complaints, and productivity with AI, you may discover patterns you could not see before. You may feel hopeless in the morning b