it’s no longer “bigger chips = better AI” it’s “smarter physics = better AI.” With analog IMC, a model doesn’t waste energy copying weights back and forth. That overhead vanishes. IBM and others already show that MoE models map well to analog designs, boosting energy and
HARDWARE
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AI Models Moving to Devices: Key Considerations
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ai models might soon live in your device, not just in giant datacenters. if you’re a founder / engineer / prompt architect, start thinking:
→ designing models aware of analog constraints
→ hybrid architectures: analog + digital fallbacks
→ compression, pruning, or -
Offline AI possible with analog in-memory computing
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HOLY SH*T. OFFLINE AI IS POSSIBLE? Researchers published a new analog in-memory computing (IMC) architecture in Nature Computational Science, targeting the transformer attention mechanism. Nature Instead of shuffling data between memory and compute (the classic GPU bottleneck),
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Home AI Server Building Best Practices Guide
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the basic rules i follow when building an AI server at home >direct lanes, x16 or x8, from CPU and never off chipset
>no risers unless absolutely necessary
>airflow must be front-to-back, no hot recirculation
>power budget for transient spikes, not just average draw
>always -
RTX 5090 vs 4x 3090s VRAM comparison for LLM inference
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5090 has 32GB of VRAM, 4x 3090s have 96GB of VRAM when it comes to LLMs inference, we care more about memory as models are better fully offloaded into VRAM than being shared across system RAM and a single RTX 5090's VRAM
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AI Infrastructure Investment Opportunities for Builders
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I want to invest in more AI infra companies. If you’re building something exciting, comment below. If interesting, I’ll DM you. Pls, infra only. No app layer etc.
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Smart Pet Feeder with Edge AI Monitoring and Activity Tracking
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A pet feeder that thinks: waits before refilling, tracks activity, multiple camera monitoring.
Edge AI making pet care smarter (even if the cat won't always cooperate with demos )
Code & demo: https://
eu1.hubs.ly/H0nJ32W0 -
Domestic robots predictions coming true soon
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Cuidao @antor que al final tendrás razón con tus predicciones de cuándo tendrás un robot doméstico en casa 🙂
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Robot Durability Assessment: Plastic Dishware Quality Implications
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Me doy cuenta a partir del minuto 03:00, que a pesar de los bonitos acabados de la casa, la vajilla por lo que sea es de plástico. Imagino que nos puede dar ciertas pistas del grado de robustez del robot. Ojo, no deja de ser impresionante todo lo que se ha avanzado hasta esto!
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Lightning AI Cloud Compute Platform Offers Competitive GPU Pricing
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I love this upgrade. Lightning AI is my go-to cloud compute platform due to its user-friendliness (great UI, persistent environment, multi-GPU and multi-node support, etc), and now the prices are also really great. An A100 for $1.55/hour through Lambda Labs or an H100 for $2.70 x.com/_willfalcon/st…