Flashy AI features are easy. Getting governance right is hard. Tag1 is helping define the contracts that let AI tools plug into Drupal Workspaces safely, with audit trails and rollbacks built in. http://tag1.co/77927b

#Tag1 #AIOps #Drupal

24 hours until the CfP for "Chennai SRE Meetup - Q1 2026" closes: https://papercall.io/cfps/6649/submissions/new

#cfp #conference ##aiops ##agenticsre ##sretrends

Started learning Bash scripting today, echo, read, and basic script structure.

Beginning to explore conditions and loops, and it already feels like moving from running commands to building logic.

Step by step into automation.

#Linux #Bash #Scripting #DevOpsJourney #Automation #ContinuousLearning #AIOps

Exploring how AIOps (Artificial Intelligence for IT Operations) is helping teams manage complex cloud infrastructure.

By analyzing logs, metrics, and alerts with machine learning, AIOps platforms can detect anomalies and improve incident response in modern IT environments.

Came across this resource while learning more about it:
https://www.devopsschool.com/certification/aiops-certified-professional.html

#AIOps #DevOps #CloudComputing

Automation systems rarely fail by crashing—they fail by repeating. 🌑

Retries are reactive, but governance is structural. In my latest post, I explore the "Pre-Execution Gate" pattern in Hexagonal Architecture to prevent runaway loops and $1,000 cloud bill mistakes.

Read the full breakdown on DEV:
https://dev.to/no1rstack/why-retry-logic-is-not-governance-7c2

#HexagonalArchitecture #Noirstack #AIOps #SoftwareEngineering #DevOps #Python

AI service reliability incident.
Anthropic confirmed elevated error rates across Claude platforms, including API workloads, with repeated fix-and-monitor cycles.

Operational impact:
• Request failures
• Increased latency
• Model instability
• Recurrent degradation events
Third-party AI concentration risk is now a measurable availability threat vector.

Key architectural considerations:
Multi-provider abstraction layers
Graceful degradation modes
SLA-backed enterprise contracts
On-prem or hybrid inference models
Real-time outage monitoring integration
Is AI dependency now part of your business continuity and disaster recovery planning?
Engage below.

Follow TechNadu for AI operations, resilience engineering, and cybersecurity reporting.

Source: https://www.bleepingcomputer.com/news/artificial-intelligence/anthropic-confirms-claude-is-down-in-a-worldwide-outage/

Repost to inform your network.

#Infosec #AIOps #LLMReliability #CloudRisk #ServiceResilience #DisasterRecovery #APIManagement #EnterpriseAI #CyberResilience #TechInfrastructure #ThreatModeling

We’re excited to share that pgEdge is now a Silver Member of the Agentic AI Foundation!

Joining this forward-thinking community reinforces our commitment to advancing responsible, open, and collaborative standards in agentic AI. Together with innovators across the industry, we’re helping shape the future of AI that’s safe, transparent, and impactful.

Read more in the press release https://aaif.io/press/agentic-ai-foundation-welcomes-97-new-members-as-demand-for-open-collaborative-agent-standardization-increases/

#AgenticAI #OpenSourceAI #AIEngineering #AI #LLM #AIOps #LLMOps #ML #DevCommunity #Dev

ITmedia NEWS (@itmedia_news)

KDDI가 AI 에이전트를 도입해 네트워크 장애 원인을 자동으로 특정하는 시스템을 운용하기 시작했으며, 연내에는 복구 및 보전(유지보수)까지 AI로 대응하는 체계를 도입할 계획이라고 발표했습니다. 통신 운영의 자동화와 운영 효율화 측면에서 의미 있는 진전입니다.

https://x.com/itmedia_news/status/2024316775110975793

#kddi #aiops #aiagent #faultdetection