Operations | Monitoring | ITSM | DevOps | Cloud

How to Measure TTFT and Inter-Token Latency With Recorded Traffic

This guide builds a check that fails when time to first token (TTFT) or inter-token latency (ITL) regresses on recorded LLM traffic. It uses the LLM streaming lab in mock-lab: a small model server whose timing you control, a client that sends it streamed chat requests, and make targets for every step. You record traffic, replay it against the fast server, slow the server down and watch the same replay fail. Then you apply the same commands to your own model server.

Measure LLM Latency on the Prompts Your Users Actually Send

Speedscale replays now measure the numbers teams use to judge LLM serving: time to first token (TTFT), inter-token latency (ITL), request latency and output tokens per second. The definitions match NVIDIA AIPerf, the benchmarking tool in NVIDIA’s NIM guides. The prompts come from your own recorded traffic, and the report shows what production measured under every replayed value.

Why Did My CI/CD Pipeline Fail? AI Root Cause Analysis

Why do CI/CD pipelines fail, and can AI identify the root cause? Pipeline failures can result from code changes, expired credentials, configuration errors, failed tests, or infrastructure problems. AI-powered CI/CD troubleshooting analyzes pipeline logs alongside recent code and configuration changes to identify likely causes and recommend fixes. The Harness Software Delivery Agent helps engineering teams investigate failed builds, diagnose pipeline issues, and suggest corrective actions for review.

AI Writes Code in 15 Minutes So Why Does Shipping Still Take Days?

AI Writes Code in 15 Minutes. Why Does Shipping Still Take Days? AI can generate a pull request in just 15 minutes. So why does it still take 72 hours to get through code review? The problem isn't how fast AI can write code. It's everything that happens afterward. From code reviews and merge conflicts to testing and deployment, traditional software development processes are slowing down the productivity gains AI promises. So what needs to change to actually unlock the ROI of AI?

NinjaOne Integration with InvGate Service Management: What It Does and How to Set It Up

Many IT teams run NinjaOne to manage and monitor their endpoints and a separate service management tool to handle requests and incidents. You can connect InvGate Service Management with NinjaOne: a workflow can pull device data, alerts, and other records from NinjaOne straight into a ticket, so agents see what they need without opening a second tool. This guide covers what the integration does, why you would connect the two, and how to set it up step by step.

How to Bring CDW Purchase Orders Into Your IT Asset Inventory

If your team buys laptops, monitors and docks from CDW, each order already holds what your inventory needs: the items, the serial numbers and the invoice. Even so, when teams talk about CDW Asset Management they usually mean retyping that data into a spreadsheet or an IT Asset Management (ITAM) tool once the boxes arrive, one unit at a time.

TCP RST Packets: What Causes Resets and How to Troubleshoot Them

When one end of a connection hangs up without saying goodbye, what it sends is a TCP RST packet, and whatever was still queued never gets delivered. Reset is one of the TCP flags, and most resets crossing your network are harmless. The ones that aren't tend to surface as dropped sessions, failed API calls or a log full of connection reset by peer. In our experience, the cause falls out of two questions. Who sent the reset? And when did it show up in the conversation? In this blog, you will.

Enterprise Wi-Fi: How to Plan, Secure and Monitor a WLAN

Enterprise Wi-Fi is what a business needs once one router can't keep up with the people and devices that depend on it. Many access points work together as one network, each user signs in with their own credentials, and guests stay off the staff network. Getting there takes more than better hardware. It's a planning job first, a security job second, and after go-live it becomes a monitoring job that sits inside your wider enterprise network management work. In this blog, you will.

A Full Guide on Box to SharePoint Migration Methods

One of the main advantages of a Box to SharePoint migration is that SharePoint integrates directly with Microsoft 365 applications, which include access to Word, Excel, PowerPoint, Teams, and Outlook within one paid subscription, rather than managing Box or OneDrive subscription costs. Once files are successfully migrated from Box to SharePoint, teams and individuals can edit, share, and collaborate on documents and manage files, as SharePoint provides the storage for team documents.