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JWT Rot: Why Traffic Replay Tests Expire #speedscale #jwt #trafficreplay #apitesting #testautomation

Dec 12, 2025 By Speedscale In Speedscale
Are your traffic replay tests crumbling because of expired tokens? You've got JWT Rot! When recording production traffic for integration or load testing, the embedded JSON Web Tokens (JWTs) often have a short expiration date. Once those tokens expire, your entire test suite fails, rendering your valuable traffic snapshots useless. Stop wasting time re-recording traffic. Learn how to defeat JWT Rot and ensure your security and API tests run reliably every time!
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onpage

AI Reliability, Part 2: When the Datacenter Becomes the Bottleneck

Dec 12, 2025 By Ritika Bramhe In OnPage
In Part 1, we talked about all the hidden complexity inside AI systems: the pipelines, GPUs, embeddings, vector databases, orchestration layers, and everything else that quietly determines how reliable an AI-first product really is. But all of that software still rests on something far less glamorous: the physical infrastructure underneath it.
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Why AI agents need a common data model #ai #telemetry

Dec 12, 2025 By Cribl In Cribl
Clint Sharp explains why a common model like OCSF is critical for the future of AI. Agents need standardized data to analyze information effectively on your behalf. He contrasts the traditional manual workflow of checking Slack, tickets, and wikis while asking colleagues with a future where AI fuses this human context with machine data. Instead of just search results, AI agents will hand you examined hypotheses so you know exactly where to take your investigation.
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How AI Agents automate incident response #ai #cybersecurity #telemetry

Dec 12, 2025 By Cribl In Cribl
Clint Sharp demonstrates how Cribl Search leverages AI to streamline incident investigation. Starting from a Slack channel, the AI builds an interactive notebook, analyzes order processing logs, and identifies suspicious traffic spikes. It connects high CPU usage to a recent Jenkins deployment, hypothesizing a supply chain attack, and ultimately recommends a rollback. This isn't a far off concept. It is the future of operations arriving right now.
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How Puzzles Make Technical Learning Stick On The Job

How Puzzles Make Technical Learning Stick On The Job

Dec 12, 2025 By OpsMatters In OpsMatters
A short, well designed puzzle turns abstract terms into concrete actions during practice. People read, match, and verify concepts while talking through choices. The friction is low, and the feedback loop is quick. For teams handling tickets, alerts, and change requests, puzzles create safe reps between real incidents. A free word search generator lets leads build quick exercises around tool names and procedures. The format is familiar, so attention stays on the terms, not the instructions.
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Top Ten Upgrades To Make Your Car Feel More Responsive

Top Ten Upgrades To Make Your Car Feel More Responsive

Dec 12, 2025 By OpsMatters In OpsMatters
The driving experience is at its best when you have the most control, and a vehicle that reacts quickly and efficiently to your demands not only represents an enjoyable drive, but also a safe one. You're able to respond and adapt to changes on the road at a moment's notice, so no matter who you are, everyone can benefit from a few upgrades. Of course, the question then becomes, what do you choose? There are hundreds of different parts you could have fitted, and for the uninitiated, deciding can be totally overwhelming.
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dotcom-monitor

HTTP API vs REST API vs Web API: Architectures & How to Monitor Them

Dec 11, 2025 By Dotcom-Monitor In Dotcom-Monitor
APIs power everything. From login flows to checkout systems to internal microservice communication. But as teams scale, so does the confusion around the terminology: HTTP API vs REST API vs Web API. Many articles treat these as interchangeable, but the differences are real, and they affect reliability, performance, caching behavior, authentication flows, and ultimately how you monitor your endpoints.
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Komodor

The War Room of AI Agents: Why the Future of AI SRE is Multi-Agent Orchestration

Dec 11, 2025 By Itiel Shwartz In Komodor
We’ve all been there. It’s 2 AM, your phone is buzzing with alerts, and you’re suddenly thrust into an incident war room with a dozen other bleary-eyed engineers. The production environment is on fire, customers are affected, and everyone’s trying to piece together what went wrong. But here’s what makes these moments fascinating from a systems perspective – it’s rarely just one person silently fixing the issue in isolation.
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