observability

"Tracing を試す際のサンプルに関して、いくつかの SDK を使ったものが示されているようでした。それについて、とりあえず自分がわりと触ったことがあり、なおかつシンプルにお試しを進められそうな「OpenAI SDK（JS/TS）」を選んでみました。"

"Reliability here refers not simply to high prediction accuracy, but to a state where it continues to operate stably in a production environment, and modifications and improvements can be made safely = Production-Ready."

"Cisco Systems Inc. said today it’s acquiring the artificial intelligence-native observability startup Galileo Technologies Inc. in order to make “agentic workforces” more trustworthy and reliable."

"Artificial intelligence-driven observability startup Sazabi Inc. is emerging from stealth mode this week with a platform that challenges conventional monitoring approaches by focusing exclusively on log data and using AI agents to automate analysis."

"With LLMs, when the model hallucinates, we basically get... logs. But there's no equivalent of a stack trace that tells us WHERE in the pipeline things went wrong."

"This presentation…proposes and implements the 'Code + Change + Runtime' full-link observability practice: connecting CI/CD, PR/Commit with runtime signals; building differentiated SaaS applications for operations, operation, and managers on the same data stream; and introducing AI's code understanding capabilities, associating location with code and changes to achieve true root cause location, and utilizing the platform to realize more AI efficiency improvement scenarios."

"Gartner predicts that by 2028, 50% of companies using Generative AI will invest in LLM observability."

"Claude Code is equipped with native OpenTelemetry (OTel) support."

"Li Changhao will share how to build a non-intrusive observable system based on eBPF covering the entire chain of 'LLM → Agent → sandbox platform → runtime'."

"This article will explain the security, governance, cost management, and observability to operate AI agents in an enterprise environment 'safely, at appropriate cost, and without making them black boxes'."

"Wang Yapu, head of the Xiaohongshu observability team, will share in detail the engineering implementation practices."

"Standardization is progressing, and the OpenTelemetry Generative AI semantic rules and corresponding libraries have begun to be prepared."

"LLMオブザーバビリティとは何か オブザーバビリティ（可観測性）は、システムの内部状態を外部から観察できることを指します。"

"I've build an observability + monitoring + security tool that tracks Hallucinations, Prompt Injection, Bias, Toxicity, PII leak and stuff through different Detectors."

"LLM observability is needed to delve into 'whether the output of the system is correct.'"

"This article practically explains how these challenges can be solved through the Mastra framework's Trace and Evals features, and further collaboration with Langfuse."

"Data sharing should be reliable, so shared data products remain available even during outages and regional failovers."

""We built Dash0 on a conviction that the next generation of production infrastructure couldn’t be held hostage by proprietary data formats and runaway pricing," said co-founder and Chief Executive Mirko Novakovic."

"This article explains how to connect the Dify workflow of a no-code LLM platform to the open-source LLM observability tool Langfuse and visualize costs, latency, and quality."

"LLM Observability offers powerful insights into the internal workings of LLMs, enabling developers to quickly diagnose and fix subtle issues that can negatively impact user experience."

"What changed was not that the quality of the AI improved. The unhandled, insufficient evidence, and missing assumptions became observable."

"This plugin returns operational decision-making materials based on the fact of skill calls."

"Observability is becoming the control system for the complex infrastructure powering modern digital services and AI workloads."

"F5 Inc. today announced a series of updates to its Application Delivery and Security Platform aimed at helping enterprises secure modern applications, including artificial intelligence workloads and hybrid and multicloud environments."

"Virtana today introduced a new application observability capability designed to track performance problems across the full technology stack from application code to infrastructure, networks, storage and artificial intelligence workloads"

"We built three features around that gap: Risk Score (0-1000), Pre-Execution Cost Prediction, and Blast Radius Calculator."

"This article explains the actual design patterns and implementation examples, focusing on the three pillars of the AI agent infrastructure that are being established in 2026: MCP (Model Context Protocol), Durable Execution, and A2A (Agent-to-Agent Protocol)."

"Here, the idea was completely reversed, abandoning parsing by external systems, and instead, the AI agent itself was given the behavioral rule of 'stamping its own thoughts and dialogues into Markdown in real time'."

"Visual replay — capture video + screenshots of your agent's actions for: - Compliance: SOC 2 audits require proof of AI actions - Debugging: See exactly what went wrong (not just traces) - Documentation: Visual proof of workflow correctness"