venturebeat

2025-10-10

Together AI's ATLAS adaptive speculator delivers 400% inference speedup by learning from workloads in real-time

Enterprises expanding AI deployments are hitting an invisible performance wall. The culprit? Static speculators that can't keep up with shifting workloads.

Speculators are smaller AI models that work alongside large language models during inference. They draft multiple tokens ahead, which the main model then verifies in parallel. This technique (called speculative decoding) has become essential for enterprises trying to reduce inference costs and latency. Instead of generating tokens one at a time, the system can accept multiple tokens at once, dramatically improving throughput.

Together AI today announced research and a new system called ATLAS (AdapTive-LeArning Speculator System) that aims to help enterprises overcome the chall [...]

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venturebeat

2025-10-04

Beyond Von Neumann: Toward a unified deterministic architecture

A cycle-accurate alternative to speculation — unifying scalar, vector and matrix computeFor more than half a century, computing has relied on the Von Neumann or Harvard model. Nearly every modern ch [...]

Match Score: 80.02

Destination

2025-03-18

Microsoft's Xbox Adaptive Joystick is now available

Microsoft just announced that its Xbox Adaptive Joystick is now available for purchase directly from the company. This news comes during the annual Ability Summit. The Adaptive Joystick is designed fo [...]

Match Score: 69.73

Destination

2025-10-21

OpenAI's AI-powered browser, ChatGPT Atlas, launches on macOS today

OpenAI's long-rumored browser has a name, and you can try it out today — provided you're an Apple user. ChatGPT Atlas is available to download on macOS, with the company promising to bring [...]

Match Score: 68.86

venturebeat

2025-10-22

Simplifying the AI stack: The key to scalable, portable intelligence from cloud to edge

Presented by ArmA simpler software stack is the key to portable, scalable AI across cloud and edge. AI is now powering real-world applications, yet fragmented software stacks are holding it back. Deve [...]

Match Score: 60.87

venturebeat

2025-10-13

Self-improving language models are becoming reality with MIT's updated SEAL technique

Researchers at the Massachusetts Institute of Technology (MIT) are gaining renewed attention for developing and open sourcing a technique that allows large language models (LLMs) — like those underp [...]

Match Score: 58.38

venturebeat

2025-10-29

The missing data link in enterprise AI: Why agents need streaming context, not just better prompts

Enterprise AI agents today face a fundamental timing problem: They can't easily act on critical business events because they aren't always aware of them in real-time.The challenge is infrast [...]

Match Score: 55.83

Destination

2025-01-20

The best gaming headsets for 2025

Sometimes, the best gaming headset doesn’t need to be a “gaming headset” at all. While many people view these devices as their own niche, they’re ultimately still headphones, just with a boom [...]

Match Score: 54.62

venturebeat

2025-10-02

'Western Qwen': IBM wows with Granite 4 LLM launch and hybrid Mamba/Transformer architecture

IBM today announced the release of Granite 4.0, the newest generation of its homemade family of open source large language models (LLMs) designed to balance high performance with lower memory and cost [...]

Match Score: 54.42

Destination

2025-01-01

The best VPN service for 2025

Virtual private networks (VPNs) promise the potential to stream any content, from anywhere. They unlock content from abroad across nearly any streaming service you use regularly, which can come in han [...]

Match Score: 51.18