Presentation: You Can't Trust Your AI Bill. And Neither Can I
Erik Peterson discusses why AI spend is eclipsing cloud bills, triggering a major software engineering cost crisis. He explains tokenmaxxing, unit e…
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Your AI agent just provisioned a resource. Who owns it?
The environment has thirty-four resources, including a VPC, subnets, an RDS instance, and a load balancer that hasn’t seen any The post Your A…
Cloudflare brings paid access to MCP tools — who controls the agent’s spending?
Cloudflare opened a closed beta of its Monetization Gateway on Wednesday, giving domain owners a way to charge AI agents The post Cloudflare brings…
Claude Opus 5.5 vs. Opus 5 on reasoning tasks: Cheaper, faster, but not better
When Anthropic released Claude Opus 5.5 this week, the company claimed the new model costs 40% less than Opus 5 The post Claude Opus 5.5 vs. Opus 5…
AI spending can run negative. Qodo’s CEO built an ROI equation to fix it.
Flush with the proceeds of a $70 million Series B raised earlier this year, you might expect Qodo to spend The post AI spending can run negative. Qo…
OpenAI cut GPT-6 token prices in half. The bigger lever may be the cache.
OpenAI released GPT-6 Sol and Luna on Tuesday, essentially more affordable versions of GPT-6 Astra that come closer to Astra The post OpenAI cut GPT…
Одна цифра в двух смыслах: читаю whitepaper Сбера про AI-Disrupt PDLC со своей телеметрией в руках
В мае Сбер выпустил whitepaper “AI-Disrupt PDLC” - документ о том, как перестраивать жизненный цикл разработки вокруг намерения человека. В сентябре…
Why an old caching trick is your secret to lower LLM costs
An LLM can answer the same question a thousand times and charge you each time. Before paying for another answer, The post Why an old caching trick i…
Сколько зарабатывает DevOps-инженер в 2026 году
Медиана зарплаты DevOps-инженера в 2026 году держится в районе от 220 000 до 250 000 ₽, но разброс внутри одного грейда огромный: у Senior вилка идё…
Aider, Claude Code, and OpenClaw ran an identical model. Token use varied 70-fold.
When teams price an AI coding agent, they tend to scrutinize the model. But three recent benchmarking efforts suggest the The post Aider, Claude Cod…
How telemetry pipelines keep AI agent costs under control
As enterprises move from experimenting with AI to running autonomous agents in production, an infrastructure problem is emerging: rising telemetry T…
OpenRouter called itself the “Stripe for LLMs” — now Stripe’s swooped in to buy it
After weeks of speculation, fintech giant Stripe has confirmed that it’s tabled a bid for AI model gateway platform OpenRouter, The post OpenR…
Why your AI pipeline costs 10x more after the demo
Every token has a price. The problem is that most AI systems don’t reveal the bill until they reach production. The post Why your AI pipeline costs…
Podcast: Cloud and DevOps InfoQ Trends Report 2026: AI, Resilience, Platforms, FinOps, and Sovereignty
In this episode of the podcast, members of the InfoQ editorial staff and friends of InfoQ will discuss current trends in the cloud and DevOps domain…
Article: InfoQ Cloud and DevOps Trends Report - 2026
InfoQ editorial staff and friends of InfoQ are discussing the current trends in the domain of Cloud and DevOps as part of the process of creating ou…
JetBrains Details Its First Steps to Bring Rapidly Growing AI Spend Under Control
JetBrains has described how it began centralising AI usage after development-related spending increased roughly tenfold in six months. Rather than r…
Arm and Google offer a smarter option to run agentic AI workloads
As enterprise leaders start deploying agentic workflows, they must establish the infrastructure to build and run them, one capable of The post Arm a…
Trust, transactions and tokenomics: AI agent infrastructure begins to standardize
As AI agents gain greater autonomy across the internet, a system of governance is emerging around three questions: how much The post Trust, transact…
Meta and the rise of the accidental cloud
In the same quarter, a $1.7 trillion social network and a shoe company both became cloud providers. Nobody’s operating model The post Meta and…
AWS Previews FinOps Agent for Cost Analysis and Optimization
Amazon has released AWS FinOps Agent in public preview, a managed service that automates several common FinOps workflows. The agent can investigate…
Public cloud vs. on-prem: Summit on where each workload belongs
We’re more than 20 years past the launch of AWS, the starter gun for the shift of compute and storage The post Public cloud vs. on-prem: Summi…
Kubernetes teams trust automation to ship code but not to touch CPU, and AI is raising the stakes
Kubernetes teams automate deployments without thinking about it. CI/CD pipelines fire dozens of times a day, autoscaling adjusts replicas in The pos…
Inside Atlassian’s Forge Billing Architecture for Distributed Usage Tracking at Scale
Atlassian details the Forge billing platform built for usage-based pricing across its cloud ecosystem. It processes large-scale usage events with co…
This AI agent startup ditched Anthropic for DeepSeek — and says it’s saving millions
The biggest blocker to sustainable AI deployment has emerged as inference cost. GitHub recently abandoned its flat-rate Copilot subscription in The…
The tokenmaxxing party is over, and Revenium is mopping up
For the past 18 months, the corporate approach to artificial intelligence has been a gold rush. The mandate was simple: The post The tokenmaxxing pa…
How AI is solving the memory crunch it created
Memory has replaced compute as a primary constraint for modern tech teams. A perfect storm of hardware architecture limitations, semiconductor The p…
The fix for soaring AI cloud bills exists — so why won’t we trust it?
To hear Yasmin Rajabi, chief operating officer at CloudBolt, tell it, there’s an imbalance in how we view automation. We’re The post The…
GitHub Slashes Agent Workflow Token Spend up to 62% with Daily Audits and MCP Pruning
GitHub reports cutting token costs in agentic CI workflows by up to 62% by pruning unused MCP tools, swapping some MCP calls for gh CLI, and running…
“Tokenmaxxing is real, expensive & it’s spreading”: New tools emerge to stop AI budgets from exploding
There’s a new weapon in the fight against tokenmaxxing. Tokenmaxxing, of course, occurs when an enterprise decides that AI token The post R…
Taming the agentic influx: a blueprint for AI business observability
Kin Lane, API industry analyst and co-founder of Naftiko, believes that the bill for AI is coming soon. It’s arriving The post Taming the agen…