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KNKunal Nayyarkunal221.hashnode.dev3d ago · 14 min read

The Great AI Brick Wall: How We Are Shattering the Memory Barrier

In the digital world, we often take the speed of our tools for granted. We trust our computers to compute instantly, and we expect immediate gratification. But if you have ever watched a Large Languag

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RVRitikesh Valiritikeshvali.hashnode.devMay 30 · 2 min read

ml systems explained by someone who came from backend engineering, not ml

i've spent the last few years building distributed systems on azure, using services like key vault, blob storage, service bus, fabric, data factory, functions. outside of work i've been reading up on

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KEKarim El Jamalijamali.hashnode.devMay 17 · 10 min read

Gateway API Inference Extensions: An AI Aware Load Balancer

Introduction If you’ve been anywhere near the Kubernetes ecosystem lately, you’ve probably heard the buzz around Gateway API — and the ongoing “Ingress is going away” narrative. I’ve covered Gateway A

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RBRahul Boneyrahulboney.hashnode.devMay 14 · 4 min read

The Hidden Cost of "Free" GPUs: Upgrading a Duct-Taped AI Architecture

When you are bootstrapping an AI-heavy microservice architecture from scratch, you quickly learn one undeniable truth,Cloud GPUs are expensive. While building AerialVision,a real-time smart city traff

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JKJangwook Kimeffloow.hashnode.devMay 11 · 5 min read

ReFlect: Training-Free Error Recovery for Long-Horizon LLM Reasoning

Long-horizon reasoning is where production LLM agents tend to quietly break. A model can produce a plausible-looking chain of thought, accept a wrong intermediate answer, and continue building on that error for every step that follows. By the time th...

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JKJangwook Kimeffloow.hashnode.devMay 11 · 5 min read

PARSE: Faster LLM Inference via Parallel Prefix Speculative Decoding

Speculative decoding became the standard inference speedup technique through 2024 and 2025. The idea: a small draft model generates a sequence of candidate tokens, and a larger target model verifies them in parallel — accepting the longest valid pref...

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JKJangwook Kimeffloow.hashnode.devMay 11 · 10 min read

ZAYA1-8B: Zyphra's Efficient MoE Reasoning Model Guide

The scaling-is-everything story has a new challenger. On May 6, 2026, Zyphra released ZAYA1-8B — an open-weight Mixture-of-Experts reasoning model with 8.4 billion total parameters and fewer than 800 million active per token. On AIME 2025, a benchmar...

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JKJangwook Kimeffloow.hashnode.devMay 5 · 6 min read

Google TPU 8i: What the Inference Chip Split Means for Developers

At Google Cloud Next 2026 (April 22), Google announced something it had never done before: two different eighth-generation TPU chips with distinct silicon designs for distinct jobs. TPU 8t handles training. TPU 8i handles inference. The split is a ha...

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DADavid Aronchickdistributedthoughts.orgMay 5 · 7 min read

The Inference Inversion

For the past three years, the AI industry has operated under a simple assumption: more centralized compute solves everything. Bigger clusters. Bigger data centers. Bigger power contracts. The logic was intuitive and, for training workloads, largely c...

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AKAnup Karanjkarwowhow.hashnode.devMay 2 · 9 min read

OpenAI's $20B Cerebras Deal and the AI Inference War (2026)

On April 17, 2026, The Information reported that OpenAI will pay Cerebras more than $20 billion over the next three years for access to servers powered by Cerebras' wafer-scale chips. The deal could also grant OpenAI a minority equity stake of up to ...

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#inference

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#inference

Explore Hashnode

Trending tags this week

The Great AI Brick Wall: How We Are Shattering the Memory Barrier

ml systems explained by someone who came from backend engineering, not ml

Gateway API Inference Extensions: An AI Aware Load Balancer

The Hidden Cost of "Free" GPUs: Upgrading a Duct-Taped AI Architecture

ReFlect: Training-Free Error Recovery for Long-Horizon LLM Reasoning

PARSE: Faster LLM Inference via Parallel Prefix Speculative Decoding

ZAYA1-8B: Zyphra's Efficient MoE Reasoning Model Guide

Google TPU 8i: What the Inference Chip Split Means for Developers

The Inference Inversion

OpenAI's $20B Cerebras Deal and the AI Inference War (2026)