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News

DEV Community
dev.to > chad_ray_7d6ba00/91/1308ded > when-every-event-looks-normal-logster-and-the-context-gap-in-endpoint-detection-o2b

When Every Event Looks Normal: Logster and the Context Gap in Endpoint Detection

6+ hour, 54+ min ago   (1029+ words) A PowerShell process starts. A script appears in a temporary directory. A scheduled task is registered. A connection goes out to an unfamiliar address. An analyst could find a reasonable explanation for each of those actions. Software deployment, perhaps. A…...

DEV Community
dev.to > darkpandawarrior > one-global-threshold-is-how-you-delete-valid-data-303h

One global threshold is how you delete valid data

11+ hour, 33+ min ago   (388+ words) Our GPS filter worked perfectly, right up until someone sat in Bangalore traffic. A parked phone does not sit still in the data. The reported position wanders a few metres in every direction, and if you naively sum the gaps…...

Medium
medium.com > @vishnu_73501 > real-time-ai-monitoring-catching-model-drift-before-it-costs-you-4060d0699e15

Real-Time AI Monitoring: Catching Model Drift Before It Costs You

7+ hour, 35+ min ago   (499+ words) Then there’s the drift your own team introduces. Someone tweaks a system prompt to fix one edge case and shifts the distribution of every other output. A retrieval index gets rebuilt with a different chunking strategy. A fallback route that…...

DEV Community
dev.to > arhuman > the-logging-dilemma-58po

The Logging Dilemma

13+ hour, 30+ min ago   (123+ words) Every developer has lived through this scene: the adrenaline spike when a production incident is... Tagged with go, monitoring, logging, module....

DEV Community
dev.to > gitgo_5662 > first-rollback-revert-the-agent-pr-you-cannot-explain-3akh

First Rollback: Revert the Agent PR You Cannot Explain

18+ hour, 58+ min ago   (783+ words) Your first AI pull request will often need rollback. Plan that rollback before you merge anything. You lack repo history on day one. Agents still produce large and confident diffs today. A rollback plan keeps that blast radius tiny. First…...

Medium
medium.com > serverinspector > what-is-uptime-monitoring-a-practical-look-at-synthetic-checks-14fdf59e71c6

What Is Uptime Monitoring? A Practical Look at Synthetic Checks

16+ hour, 55+ min ago   (350+ words) Originally published at https://serverinspector.com/blog/what-is-uptime-monitoring-synthetic-checks Imagine your website going dark at …...

Monte Carlo
montecarlo.ai > blog-five-failure-modes-evals-wont-catch

Five Failure Modes Evals Won't Catch And What To Do About Them

1+ day, 12+ min ago   (1076+ words) Evals are a critical part of every data and AI team’s agent development process. An engineer builds an eval, defines what a bad answer looks like, runs a judge against a test set, and ships when the score looks good....

DEV Community
dev.to > sai_ram_0000 > tracehub-mcp-giving-ai-assistants-a-real-query-interface-into-your-llm-traces-22ck

tracehub-mcp: Giving AI Assistants a Real Query Interface Into Your LLM Traces

1+ day, 1+ hour ago   (102+ words) The Copy-Paste Problem Here's what debugging an LLM application looks like for most... Tagged with aiengineering, mcp, observability, opensource....

DEV Community
dev.to > fattakhov > how-developers-can-monitor-production-and-why-it-matters-9pm

How Developers Can Monitor Production — and Why It Matters

1+ day, 7+ hour ago   (352+ words) When we write code, it often feels like the main thing is to make it work locally. But reality is different: the real life of a service begins not on your laptop, but in production. That’s where it faces load,…...