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News

DEV Community
dev.to > gxcafellc > our-ai-reviewer-invented-a-request-our-producer-retried-245-times-465f

Our AI reviewer invented a request. Our producer retried 245 times.

10+ min ago   (415+ words) We run ~100 LLM agents unattended on local models. Last week we found one document that had been rewritten 245 times in 5 days — every attempt rejected. A sibling document: 225 times. Combined, about 470 wasted generations, all burned on the same two files. Here…...

@phoronix
phoronix.com > news > Linux-7.3-XOR-RAID6-Benchmark

Linux 7.3 Improving RAID 5/6 Benchmark-Based Algorithm Selection

15+ min ago   (178+ words) Phoronix - Categories Computers Display Drivers Graphics Cards Linux Gaming Memory Motherboards Processors Software Storage Operating Systems Peripherals Linux 7.3 Improving RAID 5/6 Benchmark-Based Algorithm Selection Michael Larabel is the principal author of Phoronix.com and founded the site in 2004 with a focus…...

Tech Insider
tech-insider.org

AWS Control Tower vs Azure Landing Zone vs GCP 2026

2+ hour, 2+ min ago   (764+ words) This comparison breaks down the three approaches to multi-account, multi-subscription, and multi-project governance as they stand in 2026 — pricing, guardrail depth, deployment time, IaC integration, and which one fits which kind of organization. Every vendor markets their landing zone tooling as…...

DEV Community
dev.to > bokuwalily > four-alarm-slots-three-failure-modes-building-a-nightly-drain-that-survives-sleep-races-and-5663

Four Alarm Slots, Three Failure Modes: Building a Nightly Drain That Survives Sleep, Races, and Timeouts

49+ min ago   (1393+ words) Every night my Mac quietly rewrites my long-term memory. Not metaphorically — a shell script drains... Tagged with automation, bash, macos, claude....

DEV Community
dev.to > tamizuddin > planning-over-execution-lessons-from-157-agent-runs-and-the-rise-of-orca-style-agent-fleets-3cb8

Planning Over Execution: Lessons from 157 Agent Runs and the Rise of Orca-Style Agent Fleets

49+ min ago   (777+ words) Over six months, our team deployed and monitored 157 distinct agent runs across four primary use cases: code generation pipelines, automated testing workflows, infrastructure-as-code provisioning, and data transformation tasks. Each run varied along three dimensions: The results were unambiguous. Systems that…...

DEV Community
dev.to > susumun > log-level-design-and-rotation-why-apps-use-debuginfowarningerror-4bdi

Log Level Design and Rotation: Why Apps Use DEBUG/INFO/WARNING/ERROR

1+ hour, 20+ min ago   (198+ words) Open any application log and you'll see the same kind of message tagged with different labels: DEBUG, INFO, WARNING, ERROR. Why not just write down everything that happens, in one uniform stream? This post looks at what log levels actually…...

DEV Community
dev.to > toddyholiday > running-the-aws-cli-against-your-own-hardware-11i2

Running the AWS CLI Against Your Own Hardware

1+ hour, 31+ min ago   (339+ words) The AWS CLI is on almost every developer's machine. Once you've built habits around commands like aws ec2 describe-instances, aws s3 cp, and eksctl create cluster, the idea of switching to different tooling for on-prem or edge deployments is genuinely painful. Most…...

sentidoclaro.ai
sentidoclaro.ai > technology-staffing.html

Technology Staffing

12+ hour, 51+ min ago   (40+ words) AI Engineers, ML Engineers, Data Scientists, GenAI Engineers. AWS, Azure and GCP specialists. Java,.NET, Python, Node.js and full-stack engineers. SRE, Platform Engineers and DevOps Architects. SOC Analysts, Security Engineers and IAM Engineers. Contract, C2H, Direct Hire and Managed Teams....

Netcore CPaaS User Guide
emaildocs.netcore.ai > reference > createprovider

Create a provider

1+ mon, 1+ week ago   (24+ words) emaildocs.netcore.ai Updated about 1 month ago 8th Floor, Peninsula Towers, Peninsula Corporate Park, G.K. Marg, Lower Parel (W), Mumbai - 400013, India...

DEV Community
dev.to > spmahapatra > install-docker-engine-on-debian-4dga

Install Docker Engine on Debian

1+ hour, 53+ min ago   (1019+ words) Docker Engine provides the daemon, CLI, and runtime needed to build and run containers on Debian. This guide installs Docker Engine from Docker's official APT repository, verifies the service with a test container, and configures the current user to run…...