1/ What Are Autonomic Systems? Autonomic Systems are self-managing systems that automate routine tasks without human intervention, optimizing operations and reducing manual effort. #AutonomicSystems #SMEs
COMPUTING
-
AI Agent Proliferation Drives Energy Demand Explosion
By
–
I meant mainly energy for inference, not training. Even if each AI agent consumed little (say, 1 iPhone's worth), the demand will explode as people want more agents – 2, then 10, 100, millions per person. It's this proliferation, not individual inefficiency, that'll drive energy
-
IoT and 5G Transform Workplace Operations and Technology
By
–
IoT and 5G are reshaping work: 1. Remote monitoring of equipment
2. Real-time data analytics
3. Augmented reality training
4. Autonomous robotics #AI #IoT #5G #CES2025 #FutureOfWork -
AI Models’ Infinite Energy Demand Challenge
By
–
“The demand for energy to power AI models will be infinite.” https://t.co/OxoZGRiONh
— Marek Rosa | European🇪🇺 | South African🇿🇦 (@marek_rosa) 6 octobre 2024“The demand for energy to power AI models will be infinite.”
-
Weights Sharding Strategy: Full Replication Except Last Dimension
By
–
Also, tip on weights sharding: as a generic rule of thumb you can use full replication for all variable dimensions except the last one, which should be sharded across the "model" axis
-
JAX and Keras offer superior large-scale model training performance
By
–
In general, you will find that JAX (and in particular JAX + Keras for the super simple API) offers an exceptionally smooth and performant large-scale model training experience. Zero hassle and high utilization out of the box — there is no alternative that comes close to it.
-
ModelParallel Scaling: Multi-Host Training Setup and Seeding Requirements
By
–
The ModelParallel scheme above scales to arbitrary model sizes and numbers of devices on a single host, but it also works with multi-host training. If you do multi-host training, a common gotcha is that you need to remember to seed everything in the same way on each host (else
-
Hybrid Architectures Transform Industrial IoT Data Pipelines
By
–
Looking to optimize your time-series data pipelines? Hybrid architectures offer a cutting-edge approach to data management. Learn how they can transform your industrial IoT strategy: https://
buff.ly/4e47qfz #sponsored #influxdata_iiot #InfluxDB #DataArchitecture #IIoT -
Meta Llama 3.2 Achieves Breakthrough Inference Speed Performance
By
–
High speed alert! Experience fast #AI #inference on @AIatMeta
's Llama 3.2 1B & 3B with unrivaled performance all running at full-precision: 2470 tokens per sec on 1B 1566 tokens per sec on 3B Start developing -
Accelerating Digital Transformation Across Industrial Sites
By
–
How do you accelerate #digitaltransformation across dozens of sites? Find out at #OpsCalling24 on Oct 8, 2024! Join top experts discussing composability, centralized implementations, and citizen development. Somerville, MA. https://
buff.ly/3MuRTcy #sponsored #tulip_iiot #IIoT