…site: The bundled copy gives coding agents access to the APIs and patterns supported by the project without a network request or external lookup. Upgrading Next.js also updates the bundled d…
…e requirements (CAN-SPAM, GDPR, CASL), transactional email design patterns, list management, safe testing strategies, and sending reliability. This one is useful even if you're not writing c…
…is excellent at software development tasks, learning our codebase patterns to deliver precise implementations. It handles everything from debugging to architecture with deep contextual under…
…“build a clone of claude.ai.” Claude’s failures manifested in two patterns. First, the agent tended to try to do too much at once—essentially to attempt to one-shot the app. Often, this led …
…del. But on design and originality, Claude often produced outputs that were bland at best. The criteria explicitly penalized highly generic “AI slop” patterns, and by weighting design and or
… start by analyzing the qualitative findings from PVT to identify patterns of model behavior. We then use a language model to construct questions tailored to eliciting that behavior and aggr…
…tions during generation, to nudge the model away from sycophantic patterns and produce cleaner training examples. We recently learned that Claude can cheat by exfiltrating test labels from a…
…istributions. During its training, AlphaZero learned to recognise patterns in tasks coming into the data centers, and also learned to predict the best ways to manage capacity and make decisi…
…orealistic. Frosted glass bottle, genuine marble cap with natural patterns. Studio lighting, luxury presentation. Transform the image into a simplified emoji design on pure white background.…
…e AI returns a dense paragraph explaining the atmospheric weather patterns causing the delay. The actual gate number sits buried at the very bottom. While they might make the flight just fin…