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NCN Chandra Prakash Reddydevopstour.hashnode.dev13h ago · 7 min read

Control AWS Traffic: Smart Serverless Throttling

When I began building cloud-native apps on AWS, I was really focused on writing business logic. I liked how easy it was to connect API Gateway to AWS Lambda and get a working microservice up and runni

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ISilya sergeevkrauncher.hashnode.dev5d ago · 17 min read

Most people who quit machine learning never got to it

Disclosure: I build Krauncher, a service that prices GPU tasks before they run and places them on rented hardware. This article compares it honestly with the alternatives, including the ones I use mys

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SBShantanu Badmanjishantanubadmanji.hashnode.dev6d ago · 11 min read

From $4,200 to $800/month: Our AWS Cost Optimization Journey — 81% Cost Reduction With Zero Downtime

Opening: The Problem and the Proof We were paying $4,200 a month for infrastructure we didn't need to use. That sounds hyperbolic. It's not. Our primary database was 75% idle. Our containerized servic

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SCSherdil Cloudsherdil-cloud.hashnode.devJul 28 · 4 min read

The 5 Cloud Cost Metrics That Actually Matter (a Dashboard, Not a 40-Tab Spreadsheet)

Most cloud cost reporting fails the same way: it drowns everyone in line items and answers no actual question. A CFO doesn't need 40 tabs, they need five numbers that say whether cloud spend is discip

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DGDebashish Ghosalpragmatic-engineer.hashnode.devJul 26 · 21 min read

I Planned 10 LLM Evaluation Experiments. One Was Enough To Change How I Route Models.

TL;DR I designed 10 LLM evaluation experiments to understand which models I should use for real DevOps workloads. I only fully ran one of them: a CI diagnostics experiment comparing Haiku 4.5 vs Son

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BRBruce Rockwellbruce-tech.hashnode.devJul 27 · 9 min read

Kimi K3 Pricing Deep Dive: Is It Really 3x Cheaper Than Claude Fable 5?

When Moonshot AI published Kimi K3's API pricing in July 2026, the headlines wrote themselves: "K3 costs a fraction of Fable 5." The per-token numbers look dramatic on a spreadsheet. But per-token pri

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AKArleen Kaurlinksoft.hashnode.devJul 13 · 10 min read

The AI Cost Paradox: Why Falling Prices Mean Rising Enterprise AI Bills

The cost of artificial intelligence — at least the per-token price vendors advertise — has dropped roughly 97% since early 2023. Comparable-quality models that once cost hundreds of dollars per millio

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SCSherdil Cloudsherdil-cloud.hashnode.devJul 9 · 5 min read

3 AWS Cost Strategies That Saved $103k a Year Across 3 Clients

Organizations waste an average of 32% of cloud spend on idle resources, over-provisioned instances, and forgotten storage. There are ten strategies we use to claw that back, but across three real enga

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ISilya sergeevkrauncher.hashnode.devJul 8 · 5 min read

The Messy Real World, or Why Probability Decides What You Pay

Researchers pick GPUs the way a spec sheet invites them to: choose a card, read a number, pay the bill. But the real world doesn't behave like a number. It behaves like a cloud — and that cloud is thr

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ZAZouhair Ait Oukhribtokonomics.hashnode.devJul 1 · 20 min read

LLM API Cost Management: The Complete Guide (2026)

LLM API cost management is the practice of tracking, attributing, and controlling spending across all language model API calls in an organization — from per-request cost logging to budget enforcement

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#cost-optimization

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Trending tags this week

Control AWS Traffic: Smart Serverless Throttling

Most people who quit machine learning never got to it

From $4,200 to $800/month: Our AWS Cost Optimization Journey — 81% Cost Reduction With Zero Downtime

The 5 Cloud Cost Metrics That Actually Matter (a Dashboard, Not a 40-Tab Spreadsheet)

I Planned 10 LLM Evaluation Experiments. One Was Enough To Change How I Route Models.

Kimi K3 Pricing Deep Dive: Is It Really 3x Cheaper Than Claude Fable 5?

The AI Cost Paradox: Why Falling Prices Mean Rising Enterprise AI Bills

3 AWS Cost Strategies That Saved $103k a Year Across 3 Clients

The Messy Real World, or Why Probability Decides What You Pay

LLM API Cost Management: The Complete Guide (2026)