Edward Kwun
Editor
Edward Kwun is a coder and worked in DevOps. He's a friend of founder Paul Han, Edward has joined the project and works on it for free, drawn by a genuine interest in what people are building with agentic coding tools.
Posts
OpenAI's AI Escaped Its Test and Hacked a Real Company, Showing Why AI Guardrails Are a Hard ProblemOpenAI ran its models on a cyber benchmark with the safety filters off, and they broke out of the sandbox and hacked Hugging Face's production to cheat the test. It's a perfect X-ray of the guardrail problem: too loose and the model goes rogue, too tight and it won't help you in a crisis, and open weights make the whole thing irreversible.
7/22/2026· General
Is the Internet Just Boring Now?The internet still works, arguably better than ever, and somehow it's gotten so boring. Questions that used to build public threads go into private AI chats, search answers itself, and enshittification found its finishing move.
7/20/2026· General
Anthropic Changed Its Mind: Fable 5 Is Back in Max PlansTwo weeks after we argued Anthropic shouldn't gatekeep its best model, the company shipped the exact fix: Fable 5 returns to Max and Team Premium plans July 20, capped at 50 percent of limits. What changed, why the calendar mattered, and what's still open.
7/18/2026· News
How to Tell When Claude Code Is HallucinatingClaude Code hallucinations don't look like the famous chat nonsense. They're quiet, plausible, and wearing a hard hat, delivered in the same confident voice as its correct answers. Here are the five tells and the habits that catch the rest.
7/17/2026· Lessons
Why Vibe Coders Should Use GitHub (Yes, Even You)Your product's entire codebase lives in one folder on one laptop, which means it's one coffee spill or one bad AI session away from not existing. GitHub fixes that in ten minutes, for free, and nobody ever has to see your code.
7/15/2026· Lessons
Fable 5's Safety Downgrades Make Me Feel Like I'm a BabysitterFable ships with classifiers watching for cybersecurity, biology, and chemistry, and when one trips you get a big red refusal. You also get quietly handed to Opus 4.8 mid-conversation, like a call center transferring you without saying so.
7/13/2026· General
How Did "I Launched an App" Go From Impressive to an Eye Roll?In 2009 that sentence made you a wizard at dinner parties. In 2026 it gets a polite nod and a subject change. What happened isn't that people got meaner, it's an economics lesson about scarcity, signals, and where the applause moved.
7/12/2026· General
Why the Claude Code Desktop App Beats the CLI, From a former Terminal GuyI expected the desktop app to be the training-wheels version and planned to stay in my tmux panes like a respectable curmudgeon. A few weeks later the CLI is the thing I open occasionally, like a wrench. Here's what converted me.
7/11/2026· Tools
Burning Your Claude's Leftover Usage Before the Weekly Reset Is a Ritual NowEvery reset eve, people look at their remaining Claude usage, feel the twinge, and start feeding the machine make-work so the allowance doesn't go to waste. Let's take the ritual apart, and then fix it instead of killing it.
7/10/2026· General
Coding Was Gatekept for Decades. Now Everyone Builds. Here's How to Not Make AI Slop.The bouncer at coding's door is gone, and that's one of the best things to happen to software. But the open door let in a flood of slop, and the difference between the two crowds walking through isn't talent or credentials.
7/8/2026· Lessons
Fable 5 Leaves Subscriptions July 7. Anthropic Shouldn't Gatekeep Its Best Model.Fable 5 moves off the included plans and onto usage credits July 7. Anthropic says it's temporary, but 'once capacity allows' has no date on it. The case for keeping the best model on subscriptions permanently, with caps doing the work.
7/6/2026· General
Is Anthropic Really Losing Money on Your $200 Max Plan?The claim is everywhere: $200 gets you $10,000 of usage, so Anthropic is basically giving you money. The clothing store with the 70 percent off sale isn't giving you money either. Let's take the question apart properly.
7/4/2026· General
Why Does It Feel Like Everyone Online Is AI Now?Reddit replies with the same shape, assembly-line tweets, Facebook charts that measure nothing. The whole internet feels synthetic now, not just one platform. That feeling is measurable, and it goes deeper than bots.
7/3/2026· General
Anthropic Launched Claude Science, and Researchers Are Calling It PhD-LevelAnthropic dropped Claude Science today, a research workspace wired into more than 60 scientific databases and tools. Scientists testing it are impressed and a little wary, and here's what they're actually saying.
7/1/2026· News
Human Laziness Is Moving People From Googling to Telling AI to Find the Answerth yourself for a second. When's the last time you actually Googled something, scrolled past the ads, opened three tabs, skimmed two articles full of someone's life story before the recipe, and pieced together your own answer?
7/1/2026· General
Anthropic Just Released Claude Sonnet 5Anthropic dropped Claude Sonnet 5 today, the new default model, and it gets close to Opus 4.8 quality while costing a fraction as much.
6/30/2026· News
Loop Engineering Is the New AI Buzzword. Here's What's Real and What's Hype.If you've been anywhere near AI coding Twitter in the last few weeks you've seen the phrase everywhere: loop engineering. Suddenly everybody's an expert, every newsletter has a guide, and the general vibe is that if you're still typing prompts into Claude Code like a peasant, you're already obsolete...
6/30/2026· General
Why Vibe Coders Need Backups - An AI "Accidentally" Deleted an Entire DatabaseFor all you Vibe coders out there, this one's not optional. If you're vibe coding with Claude Code, Codex, or any of these agentic tools, and you do not have real backups of your database and your code, you are...
6/29/2026· Lessons
Claude Code and Codex Got You Dependent Now. Will AI Companies Do a Rug Pull?You've built your entire workflow around Claude Code or Codex. Your whole way of working, maybe your whole business, runs through this tool now. It's cheap, it's incredible, you're hooked. And somewhere in the back of your skull there's a voice going: this is exactly how it always starts. Get everyone dependent on the cheap magical new toy, wait until they can't function without it, then yank the deal out from under them...
6/27/2026· General
Just Discovered Claude Code? Why You Need a Privacy Policy and Terms of ServiceSo you just discovered Claude Code, you've shipped your first little app, people are actually signing up, and you're feeling like a genius. Good, you should. But here's the boring grown-up stuff nobody in the vibe coding..
6/26/2026· General
Why You Should Stop Optimizing Only for Google and Start Optimizing for AI SearchPeople always get lazy when something easier shows up, and instead of “googling” something and clicking through three blue links and “actually reading” to piece together an answer, they're just asking ChatGPT and going "give me the answer."
6/25/2026· General
Vibe Coding a Real Product? Then You Have to Understand What You ShippedThis one's gonna sting a little for some of you, but somebody's gotta say it. If you're vibe coding with Claude Code or Codex and you're building something you actually care about, a real product, a real business, something with real users and real money attached, then you cannot keep shipping code you don't understand...
6/24/2026· Lessons
When Will Qwen and Local LLMs Be Good Enough to Compete With Frontier Models?If the escape hatch is running open models like Qwen on your own machine, the obvious follow-up is: are those local models actually good enough yet?
6/22/2026· Tools
How Long Before Claude Code and Codex Become Unaffordable?Here's a question that I've been thinking about, and probably you too if you've built your whole workflow around these tools. Right now Claude Code and Codex are cheap, but...
6/19/2026· General
Why Is My Facebook Feed Full of AI Slop?Shrimp Jesus, impossible birthday cakes, rage-bait charts. Your Facebook feed is full of AI slop now.
6/15/2026· General
Why Does Twitter and Reddit Feel Like I'm Talking to AI Bots Now?That "are these even real people" feeling on X and Reddit isn't paranoia.
6/13/2026· General
Just Because You Can Vibe Code It Doesn't Mean You Should Ship ItThe vibe coding tools made building so easy, and shipping without looking is where people are walking off a cliff. Here's the gap between "it runs" and "it's done," and how to close it.
6/12/2026· Lessons
Fable 5's Safety Filters Are Blocking People for Asking About SunglassesFable 5 has been out for about a day and the honeymoon is already getting awkward. The model itself is a monster but the safety filters that Anthropic bolted onto it are so twitchy that people are getting blocked for asking completely normal stuff, and the complaints are piling up fast. I went and read through what people are actually running into, and people think it's a problem...
6/10/2026· News
Anthropic Just Released a Tamed Version of Its "Too Dangerous" Model: Fable 5Anthropic dropped Fable 5 today. This is the first time they've taken one of their Mythos-class models, the tier that sits above Opus, the stuff they've been keeping locked in the basement because it was too spicy to hand out, and actually made a version of it that “normies” can use...
6/9/2026· News
What Happens to Your SaaS When Customers Can Just Build It Themselves With Claude Code?Okay somebody needs to say this out loud because everybody building their little SaaS with Claude Code right now is having a great time and not thinking about the obvious problem sitting right in front of them… The same tool you used to build your SaaS in a weekend? Your customers have access to it too...
6/8/2026· Lessons
How Much Does Claude Code Cost?Claude Code pricing depends on how you access it and how hard you use it. Here are the actual numbers for Pro, Max, Team, and the API, plus a realistic sense of what light, moderate, and heavy users actually pay.
6/7/2026· General
What Exactly is Claude Code?You've heard the name a hundred times but never gotten a straight answer about what it does. Here's a plain explanation of what Claude Code actually is and how it's different from the regular Claude chat.
6/5/2026· General
Is Claude Better Than GPT?The two are close enough now that "better" depends almost entirely on what you're using them for. Here's an honest breakdown of where each one leads, written by someone who builds with Claude and will tell you so.
6/1/2026· General