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DEV Community
dev. to > saurav_bhattacharya > your-agent-didnt-break-it-drifted-detecting-slow-decay-in-autonomous-systems-51h6

Your Agent Didn't Break, It Drifted: Detecting Slow Decay in Autonomous Systems

38+ min ago  (503+ words) There is a specific kind of incident that no alert ever fires for, and it is the one I trust least. Nothing crashed. No exception, no 500, no failed health check. The agent ran every day, returned answers every time, and…...

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ELI by Techbible
techbible. ai > stacks

Public Stacks " See What Operators Run

12+ hour, 6+ min ago  (41+ words) Techbible Stack visibility, spend control, and issued cards Real stacks from founders and teams on ELI. The intelligent platform for modern companies to manage, track, and optimize their entire software stack. Made in " for the "....

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DEV Community
dev. to > devhelm > synthetic-monitoring-best-practices-what-to-monitor-and-how-often-1p9f

Synthetic Monitoring Best Practices: What to Monitor and How Often

7+ hour, 21+ min ago  (623+ words) These are not exotic failures. They are the default outcome of setting up synthetic monitoring without a discipline. Here is the discipline. Every browser check costs compute and, more importantly, costs maintenance. A check on a path that does not…...

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DEV Community
dev. to > thecybersidekick > opentelemetry-graduation-makes-standardized-ai-observability-non-negotiable-for-production-llm-8di

Open Telemetry Graduation Makes Standardized AI Observability Non-Negotiable for Production LLM Pipelines

9+ hour, 10+ min ago  (1492+ words) OTel's CNCF stable status arrives precisely when enterprises need unified telemetry across LLM inference, vector databases, and embedding pipelines at scale. Open Telemetry's graduation to stable status within the CNCF signals a maturity inflection point that directly benefits teams running…...

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DEV Community
dev. to > intrascope_app > why-were-building-intrascopeapp-1n3f

Why we're building Intrascope. app

16+ hour, 52+ min ago  (297+ words) AI tools are now everywhere inside companies. Developers use Chat GPT. Marketing teams use Claude. Founders test Gemini. Someone connects an API key. Someone else pays for a separate account. Prompts, context, files, usage and costs are spread across personal…...

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DEV Community
dev. to > helperx > structured-logging-that-actually-helps-debugging-at-3-am-42jp

Structured Logging That Actually Helps Debugging at 3 AM

18+ hour, 42+ min ago  (1228+ words) Most logging is written for the person who wrote the code. The author knows the system, knows what the messages mean, and can fill in context from memory. Then at 3 AM, an alert fires, and the person debugging is someone…...

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DEV Community
dev. to > odygrd > quill-vs-spdlog-which-c-logger-is-better-for-low-latency-applications-408

Quill vs spdlog: Which C++ Logger Is Better for Low-Latency Applications?

1+ day, 1+ hour ago  (1684+ words) Logging has a habit of ending up in the places you care about most. It starts as a few lines for visibility. Then those lines appear in request handling, market-data processing, matching loops, telemetry pipelines, and other code where predictable…...

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DEV Community
dev. to > realmarcuschen > llm-observability-tools-are-blind-to-the-voice-layer-here-is-what-i-checked-6-of-them-for-3p4o

LLM observability tools are blind to the voice layer. Here is what I checked 6 of them for.

1+ day, 3+ hour ago  (1329+ words) Tracing the LLM call is the easy 20 percent. For a voice agent, the failures live in the audio layer your tracer never sees. Most LLM observability tools trace the same thing: the prompt, the completion, the tokens, the latency of…...

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DEV Community
dev. to > praveenlavu > drift-detection-for-llm-routing-catching-silent-model-degradation-4dj9

Drift Detection for LLM Routing: Catching Silent Model Degradation

1+ day, 3+ hour ago  (234+ words) A clean synthetic result does not make ADWIN a hammer for every problem, and pretending otherwise is how you get burned somewhere else. If an arm sees fewer than thirty observations an hour, the tolerance band is enormous, only a…...

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DEV Community
dev. to > yssr > ai-observability-for-lovable-apps-monitor-test-and-improve-prompts-with-currai-3ohl

AI Observability for Lovable Apps: Monitor, Test, and Improve Prompts with Currai

1+ day, 4+ hour ago  (433+ words) Building AI applications has never been easier. Tools like Lovable allow developers and founders to create AI-powered products in minutes. Whether you're building a chatbot, AI assistant, recommendation engine, AI agent, or prediction app, generating the application is often the…...

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