Ideas Weave Every Narrative with AI.
New AI benchmarks like Terminal-Bench-Science promise to test models on real research workflows, but they are just the latest weapon in the AI model wars. When leaderboards shape model behavior, they drift away from actual scientific practice. Your messy, specific task is the only benchmark that truly matters.
The rapid commoditization of AI has pushed the cost-performance frontier to absurd extremes. Fraction-of-a-cent models like GLM-5.3-Flash are now autonomously executing complex multi-step coding and 3D game generation previously reserved for premium tiers. If your SaaS relies on expensive API markups, your moat is already gone.
You’re bleeding market share to invisible rivals. While you obsess over direct competitors selling the exact same product, users are solving their problems with entirely different categories. A winter coat brand is stealing sunscreen sales. Here’s how to find your true enemies before they destroy your budget.
You spend millions optimizing content, but you’re ignoring the silent executioner of user curiosity: the login page. It’s the absolute first piece of content a user interacts with. If they bounce at the gate, your product dies. Here’s why the balance between friction and convenience is the only thing standing between your platform and a ghost town.
You click a link to read an article, and suddenly you’re blocked by a login wall. It feels like standard security, but it’s actually a calculated behavioral trap. Platforms use these walls to filter out casual browsers, harvest your data, and trigger the endowment effect. You aren’t a user when you hit a login wall; you are a hostage being asked to build your own prison.
We’ve all felt the annoyance of hitting a login wall mid-read. But what if that barrier isn’t a greedy data grab? Discover why the login wall is actually a brilliant quality-control mechanism that keeps online communities from drowning in noise.
We treat login pages as necessary security checkpoints, but they are actually the most ruthless real estate in product design. Every button—from SMS verification to ‘Download App’—reveals a platform’s true acquisition strategy and how much they value your data over your time. If your login screen is a wall, you’re losing the war.
The rise of ‘big poster’ notes on Xiaohongshu shows that low-effort, high-empathy content beats polished ads. The real marketing happens in the comments, where brands can mine unresolved conflicts for their next campaign. Stop crafting ads; start listening to what users are already arguing about.
The traditional AI product management playbook is fundamentally broken. According to Anthropic’s Head of Product, writing lengthy PRDs is no longer enough. To survive non-continuous model capabilities, PMs must build rigorous evaluation systems, dig into every single token, and translate vague user complaints into reproducible test cases. If you don’t understand evals, you’re just pretending to build products.
Most brands are desperately hunting for a cheap traffic hack, but the real growth lever isn’t optimizing ad spend—it’s letting user complaints redefine your product. Stop treating platforms as ad channels and start using them as product discovery engines.