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The Goldfish Problem: Why Your Production AI Agent Is Choking Your GPU
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The Goldfish Problem: Why Your Production AI Agent Is Choking Your GPU

Predict - Medium·@pramodchandrayan·about 4 hours ago
#dgC3th4t
#mediumpredict#medium#open#weights#models

How to take open-weights models out of the sandbox without quadratic prefill bills, broken JSON parsers, and runaway loops. Continue reading on Predict »

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ModelExpress: Distributing Model Artifacts at the Speed of Light
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ModelExpress: Distributing Model Artifacts at the Speed of Light

NVIDIA Technical Blog·Elizabeth Goodman·2 days ago
#Y8CKkqcg
#developer#model#memory#weights#storage

Every byte moved has a cost. As model checkpoints grow to hundreds of gigabytes or even a terabyte, that cost adds up quickly. To make things even worse…

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Storing ML models as OCI artifacts in your registry: anyone running this in prod?

Instead of pulling weights from S3 at startup, we've been packaging models as OCI artifacts and pulling them by digest, the same way we pull images. That gets us signing, replication and admission policy for free.…

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Infinite-Parameter LLMs: Generating and Adapting Weights from Live Data

Hacker News·about 1 month ago
#6i69bOIu
#arxiv#llm#hypernetwork#bayesian#weights

The scaling laws hold that a language model grows more capable with more parameters and more training data, and Mixture-of-Experts (MoE) architectures have ridden these laws to remarkable results, activating only a fraction of an enormous stored parameter…

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Stop Guessing Which Weights Your Neural Network Actually Learned: Deterministic Initialization That Tracks Every Change
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Stop Guessing Which Weights Your Neural Network Actually Learned: Deterministic Initialization That Tracks Every Change

DEV Community·Eugene·6 months ago
#r5eJhVtR

A novel approach to weight initialization that lets you track exactly which parameters changed during training, enabling 60-70% safe pruning with zero quality loss

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The Best LLMs for Agentic Coding in 2026 (Real-World, Not Just Benchmarks)
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The Best LLMs for Agentic Coding in 2026 (Real-World, Not Just Benchmarks)

DEV Community·Daniel Shashko·6 months ago
#Wv01rwNl
#coding#ai#llm#claude#qwen

It's May 2026 and there are a lot of coding models to choose from. Everything below is based on my...

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