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The Maingear Apex Force and Apex Rush might be the most beautiful water-cooled desktops at CES 2025
Maingear is one of the original boutique PC makers that popularized water-cooled rigs more than 20 years ago. However, after focusing more on air-cooled systems over the past few years, at CES 2025 th [...]
Maingear's Retro95 PC blends '90s workstation nostalgia with modern horsepower
Maingear's latest (appropriately named) Retro95 is a deceptive love letter to old-school "pizza box" PCs: Wolfenstein 3D and Sierra adventure games on the outside; Cyberpunk 2077 in ray [...]
Maingear's latest retro gaming desktop takes you back to the Quake era
Maingear is back with another nostalgia-fueled gaming PC. The Retro98 may look like it's made for playing Quake while you wait for The Phantom Menace trailer to drop. But on the inside, the beige [...]
Tencent's Team Memory shares AI agent memory across a team — with no governance yet for when it's wrong
A VB Pulse survey this June found that 57% of enterprises had traced a confidently wrong agent answer back to missing or inconsistent context — the latest sign of how central context has become to w [...]
A 0.12% parameter add-on gives AI agents the working memory RAG can't
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 [...]
MeMo's memory model lets teams upgrade their LLM without retraining it — and performance jumps 26%
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 [...]
DeepSeek’s conditional memory fixes silent LLM waste: GPU cycles lost to static lookups
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 [...]
The RAM crisis is Apple's best chance in decades to capture the PC market
In the current RAM crisis, no company is better positioned to not only weather the storm but turn it to its advantage like Apple. It proved that when it released the MacBook Neo in early March. Despit [...]
MIT's MeMo lets teams swap in a better LLM without retraining — and performance jumps 26%
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 [...]