The demand building out AI infrastructure has placed on PC component makers has already led to the death of one consumer-facing RAM brand, but a new report from the International Data Corporation (IDC) suggests it could have an even worse impact on the PC industry at large. In its worst-case-scenario model, the IDC predicts PC shipments could shrink by up to 8.9 percent in 2026 because of the high cost of memory."Instead of expanding conventional DRAM and NAND used in smartphones, PCs and other consumer electronics, major memory makers have shifted production toward memory used in AI data centers, such as high-bandwidth (HBM) and high-capacity DDR5," IDC writes. That's continued to drive up the price of the RAM that is available for PC makers, which has naturally led to them [...]
We've been seeing all sorts of warnings about how RAMaggedon is nigh. The latest horseman signalling a disaster is the International Data Corporation, which had already cautioned that things were [...]
AI agents forget. Every time a coding assistant loses track of a debugging thread, or a data analysis agent re-ingests the same context it already processed, the team pays in latency, token costs, and [...]
When an enterprise LLM retrieves a product name, technical specification, or standard contract clause, it's using expensive GPU computation designed for complex reasoning — just to access stati [...]
Enabling LLMs to acquire new knowledge after training remains a major hurdle for enterprise AI — current solutions are either too expensive, too slow, or constrained by context window limits.MeMo, a [...]
Google senior AI product manager Shubham Saboo has turned one of the thorniest problems in agent design into an open-source engineering exercise: persistent memory.This week, he published an open-sour [...]
Enabling LLMs to acquire new knowledge after training remains a major hurdle for enterprise AI — current solutions are either too expensive, too slow, or constrained by context window limits.MeMo, a [...]