AI Productivity

The BBC Deliberately Erased Its Own History. Fans Had to Steal It Back.

You probably assume the shows you love will be available forever. But history tells a darker story. When the BBC decided early episodes of Doctor Who had no commercial value, they systematically burned them. The surviving episodes weren’t saved by archives—they were saved by obsessive fans, thieves, and censor scissors. Today’s streaming platforms pose the exact same threat.

Game Water Isn’t Actually Water. It’s a 1990s Bedsheet.

Game water doesn’t look fake because hardware is weak; it looks fake because developers aren’t simulating water at all. Faced with a 16.6-millisecond frame budget versus Avatar’s 8,000 thread-hours, games rely on 1990s bedsheet algorithms and flipbook fires. The real bottleneck isn’t math, but the combinatorial nightmare of making these cheap fakes interact without triggering our evolutionarily hardwired eyes.

Perplexity’s $20B Empire Is Built on a 45% Lie. Here’s the Real Endgame.

Perplexity is valued at $20 billion by promising trust through verifiable citations. Yet, its error rate is a staggering 45%. The search box isn’t the product—it’s a trojan horse. The real endgame is the Comet browser and becoming the trust infrastructure for the entire AI internet. Here’s why the next 18 months will make or break them.

GitLab’s Rate Limits Aren’t About Stopping AI. They’re a Toll Booth for the Agent Economy.

GitLab’s recent rate limit changes aren’t just defensive measures against AI scrapers—they are the structural groundwork for usage-based pricing in the new agent economy. As AI agents replace human developer seats, platforms are shifting from open access to metered toll booths, fundamentally degrading the shared digital commons developers rely on.

OpenAI’s ‘Safety Framework’ Is a PR Shield. Here’s What They’re Actually Hiding.

OpenAI’s new misalignment framework looks like a step toward safety, but it’s actually a preemptive strike to shape global AI regulation. By releasing case studies with zero real-world impacts, they are managing reputational risk, not protecting the public. When the company being regulated writes the rulebook, transparency becomes a weapon.

AI Isn’t Taking Your PM Job. It’s Exposing Your Lack of Judgment.

AI is automating the explicit, middle-tier tasks of product management, sparking existential dread. But the real value of a PM lies in tacit knowledge: mining unspoken baseline expectations and inventing unimaginable futures. Judgment, built on messy real-world experience, is the ultimate moat algorithms can’t cross.

The AI Office Race Isn’t About AI. It’s About Who Owns Your Company’s Memory.

The AI office race isn’t about who has the smartest model—it’s about who controls your company’s memory. ByteDance is winning because its Feishu platform spent a decade accumulating integrated work-context data, turning AI into a true team agent. Meanwhile, Alibaba is trapped by process-control DNA, and Tencent is stalled by internal silos. The real bottleneck is organizational architecture.

Stop Obsessing Over AI Models. The Harness Is the Only Thing That Matters.

We obsess over AI model benchmarks, but we’re measuring the wrong thing. A recent test of DeepSeek-V4.1-Flash proved that the scaffolding wrapping the model dictates success more than the model itself. One setup burned 9.7M tokens and failed; another used a third of that and won in a fraction of the time. Context engineering is the real competitive edge.