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David Aronchick

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Will I Make It To The Restaurant Before The Soup Dumplings Get Cold? (And Other Problems In Machine Learning)
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Will I Make It To The Restaurant Before The Soup Dumplings Get Cold? (And Other Problems In Machine Learning)

#ai #aiml #data
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21 min read
The Myth of Fungible Data
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The Myth of Fungible Data

#dataarchitecture #edgecomputing #aiinfrastructure #datasovereignty
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7 min read
10 Years of Distributed Computing with Kubernetes
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10 Years of Distributed Computing with Kubernetes

#gitopsinfrastructure #kubernetes #distributedcomputing #dataorchestration
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3 min read
In Cloud Native Compute, VMs Feel Like the Enemy (But They Aren't)
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In Cloud Native Compute, VMs Feel Like the Enemy (But They Aren't)

#virtualmachines #containers #kubernetes #orchestration
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5 min read
Why Single Machines (and Single Clusters) Are Not Enough: The Orchestration Mindset
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Why Single Machines (and Single Clusters) Are Not Enough: The Orchestration Mindset

#orchestration #kubernetes #microservices #distributeddata
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6 min read
Orchestration Allows Microservices to Be Unreliable (That's a Good Thing)
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Orchestration Allows Microservices to Be Unreliable (That's a Good Thing)

#orchestration #microservices #reliability #failurehandling
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4 min read
Unlocking Reliability: Why Data Pipelines Need Declarative Deployment & GitOps
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Unlocking Reliability: Why Data Pipelines Need Declarative Deployment & GitOps

#datapipelines #declarativedeployment #gitops #reliability
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4 min read
The Myth of Portability: Helm and Kubernetes and the Data Pipeline Problem
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The Myth of Portability: Helm and Kubernetes and the Data Pipeline Problem

#kubernetes #helm #datapipelines #portability
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4 min read
From Kubeflow to Real-World ML: Why Data Locality Matters Just as Much as Compute
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From Kubeflow to Real-World ML: Why Data Locality Matters Just as Much as Compute

#kubeflow #machinelearning #datalocality #datapipelines
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4 min read
The Distributed Data Dilemma: Kubernetes' Unsolved Puzzle
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The Distributed Data Dilemma: Kubernetes' Unsolved Puzzle

#kubernetes #statefulsets #datapipelines #portability
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4 min read
What I Saw at Techweek in Seattle
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What I Saw at Techweek in Seattle

#techweek #cleantech #space #biotech
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3 min read
The History of Expanso: It's About the Network (It Always Has Been)
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The History of Expanso: It's About the Network (It Always Has Been)

#expanso #datalocality #kubernetes #ipfs
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9 min read
The History of Expanso (Part 2): Our Core Tenets
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The History of Expanso (Part 2): Our Core Tenets

#expanso #datapipelines #velocity #aiml
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5 min read
The History of Expanso (Part 3): You Can't Change The Laws of Physics (Much)
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The History of Expanso (Part 3): You Can't Change The Laws of Physics (Much)

#expanso #datagrowth #latency #compliance
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3 min read
The History of Expanso (Part 4): The Mismatch
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The History of Expanso (Part 4): The Mismatch

#expanso #datagrowth #networkcapacity #costoptimization
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3 min read
The History of Expanso (Part 5): The Unbreakable Speed Limit
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The History of Expanso (Part 5): The Unbreakable Speed Limit

#expanso #latency #speedoflight #realtime
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4 min read
The History of Expanso (Part 6): Data Controls are a One-Way Street
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The History of Expanso (Part 6): Data Controls are a One-Way Street

#expanso #compliance #gdpr #datasovereignty
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4 min read
Your Data Lake is a Write-Only Memory
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Your Data Lake is a Write-Only Memory

#datamovementarchitecture #datalakes #dataarchitecture #dataorchestration
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4 min read
Why Your 'AI-Ready' Data Isn't: The Hidden Pipeline Problem Breaking Production AI
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Why Your 'AI-Ready' Data Isn't: The Hidden Pipeline Problem Breaking Production AI

#mlai #ai #machinelearning #datapipelines
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6 min read
'My Data Transfer Bill Cost What?': When Cloud Economics Go Wrong
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'My Data Transfer Bill Cost What?': When Cloud Economics Go Wrong

#cloudeconomics #cloudcomputing #datascience #machinelearning
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5 min read
WTF Do You Spend $300B On?: The Oracle-OpenAI Deal Decoded
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WTF Do You Spend $300B On?: The Oracle-OpenAI Deal Decoded

#datainfrastructure #oracle #data #machinelearning
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6 min read
The Anthropic $1.5 Billion Settlement Nobody's Reading Right: Your Enterprise Data is a Ticking Time Bomb
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The Anthropic $1.5 Billion Settlement Nobody's Reading Right: Your Enterprise Data is a Ticking Time Bomb

#datagovernance #ai #enterprise #datascience
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5 min read
The Fairwater Paradox: Microsoft Built a Monster That Needs 900TB/Second of USEFUL Data
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The Fairwater Paradox: Microsoft Built a Monster That Needs 900TB/Second of USEFUL Data

#aiinfrastructure #datascience #machinelearning #cloudcomputing
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7 min read
Why LLMs Can't Replace Your SREs (Yet)
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Why LLMs Can't Replace Your SREs (Yet)

#sre #datascience #machinelearning #dataengineering
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5 min read
Ghosts vs. Animals
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Ghosts vs. Animals

#aiphilosophy #ai #machinelearning #computerscience
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8 min read
What the F*ck Are We Even Measuring? The Definition Problem in AI Evals
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What the F*ck Are We Even Measuring? The Definition Problem in AI Evals

#discuss #ai #computerscience #machinelearning
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8 min read
The $100 ChatGPT: Why Karpathy's nanochat Represnts the Next Big Thing
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The $100 ChatGPT: Why Karpathy's nanochat Represnts the Next Big Thing

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6 min read
They Don't Have the Money (And Neither Do You): The Coming Era of Small Models
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They Don't Have the Money (And Neither Do You): The Coming Era of Small Models

#ai #machinelearning #costoptimization #devto
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6 min read
WebAssembly 3.0 and the Infrastructure We Actually Need
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WebAssembly 3.0 and the Infrastructure We Actually Need

#devto #ai #machinelearning #aiinfrastructure
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5 min read
WASM's "Identity Crisis" Is Actually Its Superpower
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WASM's "Identity Crisis" Is Actually Its Superpower

#devto
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7 min read
While Everyone Argues About AI Regulation, Data Is the Real Wild West
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While Everyone Argues About AI Regulation, Data Is the Real Wild West

#news #ai #data #openai
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10 min read
You Can't Unbake a Cake (or Why Data Isolation in the Age of AI is BASICALLY Impossible)
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You Can't Unbake a Cake (or Why Data Isolation in the Age of AI is BASICALLY Impossible)

#devto
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10 min read
From Pandas to Upstream Control: The Evolution PyData Needs Next
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From Pandas to Upstream Control: The Evolution PyData Needs Next

#dataengineering #python #distributedsystems #machinelearning
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6 min read
The Shift Left Nobody's Talking About: When Your Data Stack Becomes the Next X-Acto Knife
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The Shift Left Nobody's Talking About: When Your Data Stack Becomes the Next X-Acto Knife

#datainfrastructure #shiftleft #edgecomputing #ai
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5 min read
Two KubeCons, One Conference: While Everyone Demos AI Agents, Engineers Are Fighting With Syslogs
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Two KubeCons, One Conference: While Everyone Demos AI Agents, Engineers Are Fighting With Syslogs

#datainfrastructure #kubecon #aiagents #observability
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7 min read
While We're Measuring Developer Productivity, Won't Someone Think of the Data Engineers?
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While We're Measuring Developer Productivity, Won't Someone Think of the Data Engineers?

#dataengineering #devrel #productivity #observability
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8 min read
The Bronze Tier is Far From Gold: Avoiding Toxic Assets (And Other Medallion Architecture Lies)
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The Bronze Tier is Far From Gold: Avoiding Toxic Assets (And Other Medallion Architecture Lies)

#medallionarchitecture #datapipelines #bronzetier #dataquality
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6 min read
Multi-Everything: Why Your Data Strategy Is Harder Than Your Cloud Strategy
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Multi-Everything: Why Your Data Strategy Is Harder Than Your Cloud Strategy

#multicloud #dataarchitecture #kubernetes #aiinfrastructure
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8 min read
Edge ML Has a Size Obsession
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Edge ML Has a Size Obsession

#edgecomputing #machinelearning #tinyml #orchestration
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9 min read
NVIDIA Bought the Bouncer: SchedMD and Where Lock-In Actually Lives
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NVIDIA Bought the Bouncer: SchedMD and Where Lock-In Actually Lives

#aiinfrastructure
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8 min read
A Picture Is Worth Ten Thousand Tokens
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A Picture Is Worth Ten Thousand Tokens

#aiinfrastructure #llm #visionmodels #efficiency
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6 min read
The $1B AI Drug Lab That Can't Touch Its Own Data
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The $1B AI Drug Lab That Can't Touch Its Own Data

#datainfrastructure #ai #pharma #datagovernance
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5 min read
The Solar Economics of Data
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The Solar Economics of Data

#data #distributedsystems #infrastructure #systemdesign
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10 min read
The Agentic AI Infrastructure Gap: Everyone's Building Agents. Nobody's Building the Substrate.
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The Agentic AI Infrastructure Gap: Everyone's Building Agents. Nobody's Building the Substrate.

#ai #agents #infrastructure #distributedcomputing
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10 min read
One Year After DeepSeek and The $600 Billion Question
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One Year After DeepSeek and The $600 Billion Question

#ai #infrastructure #deepseek #distributedcomputing
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9 min read
Digital Pheromones: What Ants Know About Agent Coordination That We Don't
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Digital Pheromones: What Ants Know About Agent Coordination That We Don't

#ai #agents #distributedsystems #stigmergy
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9 min read
When in Doubt, Go Up: Orbital Data Centers and the Limits of Architectural Imagination
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When in Doubt, Go Up: Orbital Data Centers and the Limits of Architectural Imagination

#ai #infrastructure #distributedsystems #datalocality
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12 min read
OpenClaw and the Architecture Nobody Noticed
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OpenClaw and the Architecture Nobody Noticed

#ai #agents #distributedsystems #edgecomputing
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7 min read
Six Million Cell Towers Walk Into a Data Center
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Six Million Cell Towers Walk Into a Data Center

#ai #infrastructure #distributedcomputing #edgecomputing
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8 min read
Your Mom Is Not a Doctor. Neither Is Your Lawyer. And That's Fine.
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Your Mom Is Not a Doctor. Neither Is Your Lawyer. And That's Fine.

#airegulation #policy #productdesign #incentivestructures
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5 min read
Move 37
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Move 37

#ai #mathematics #discovery #datainfrastructure
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10 min read
The Model Is the Byproduct
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The Model Is the Byproduct

#ai #machinelearning #data #distributedcomputing
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8 min read
The Loop Is Only as Good as the Metric
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The Loop Is Only as Good as the Metric

#ai #evals #machinelearning #data
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7 min read
NVIDIA Just Showed You the $249 Future. Nobody Built the Layer That Makes It Work.
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NVIDIA Just Showed You the $249 Future. Nobody Built the Layer That Makes It Work.

#ai #edgecomputing #datapipelines #distributedcomputing
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7 min read
The Missing Part of the Pipeline
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The Missing Part of the Pipeline

#ai #datapipelines #observability #dataquality
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10 min read
The Time Value of Data
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The Time Value of Data

#ai #datapipelines #distributedcomputing #dataquality
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8 min read
One Year of Liberation Day: What the Tariff Rollout Actually Revealed About AI Infrastructure
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One Year of Liberation Day: What the Tariff Rollout Actually Revealed About AI Infrastructure

#ai #infrastructure #supplychain #distributedcomputing
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8 min read
The Inference Inversion
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The Inference Inversion

#distributedcomputing #edgecomputing #nvidia #inference
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7 min read
The Grid Said No
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The Grid Said No

#ai #infrastructure #datacenters #distributedcomputing
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8 min read
Agents Don't Live in Data Centers
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Agents Don't Live in Data Centers

#agenticai #edgecomputing #distributedsystems #infrastructure
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6 min read
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