Can AI build a machine that draws a heart? What automated mechanism design could mean for mechanical engineering

Can you design a mechanism that will trace out the shape of a heart? How about the shape of a moon, or a star? Mechanism design—the art of assembling linkages and joints to create machines with prescribed motion—is one of the quintessential activities of mechanical engineers, but has resisted automation for almost two centuries.

Asynchronous Verified Semantic Caching for Tiered LLM Architectures

Large language models (LLMs) now sit in the critical path of search, assistance, and agentic workflows, making semantic caching essential for reducing inference cost and latency. Production deployments typically use a tiered static-dynamic design: a static cache of curated, offline vetted responses mined from logs, backed by a dynamic cache populated online. In practice, both …

Which image edit model can reliably decensor manga/anime?

I prefer my manga/h*ntai/p*rnwa not being censored by mosaic, white space or black bar? Currently ky workflow is still manually inpaint those using SDXL or SD 1.5 anime models. Wonder if there is any faster workflow to do that? Or if latest image edit model can already do that? submitted by /u/ai_waifu_enjoyer [link] [comments]

Why AI may overcomplicate answers: Humans and LLMs show ‘addition bias,’ often choosing extra steps over subtraction

When making decisions and judgments, humans can fall into common “traps,” known as cognitive biases. A cognitive bias is essentially the tendency to process information in a specific way or follow a systematic pattern. One widely documented cognitive bias is the so-called addition bias, the tendency of people to prefer solving problems by adding elements …